1
|
Altweck L, Schmidt S, Tomczyk S. Daily Time-Use Patterns and Quality of Life in Parents: Protocol for a Pilot Quasi-Experimental, Nonrandomized Controlled Trial Using Ecological Momentary Assessment. JMIR Res Protoc 2024; 13:e54728. [PMID: 38820576 PMCID: PMC11179039 DOI: 10.2196/54728] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 04/08/2024] [Accepted: 04/10/2024] [Indexed: 06/02/2024] Open
Abstract
BACKGROUND The gender gap in time use and its impact on health and well-being are still prevalent. Women work longer hours than men when considering both paid and unpaid (eg, childcare and chores) work, and this gender disparity is particularly visible among parents. Less is known about factors that could potentially mediate or moderate this relationship (eg, work-family conflict and gender role beliefs). Ecological momentary assessment (EMA) allows for the documentation of changes in momentary internal states, such as time use, stress, or mood. It has shown particular validity to measure shorter-term activities (eg, unpaid work) and is thus useful to address gender differences. OBJECTIVE The feasibility of the daily EMA surveys in a parent sample will be examined. The associations between time use, well-being, and stress will be examined, along with potential moderating and mediating factors such as gender, gender role beliefs, and work-family conflict. Finally, the act of monitoring one's own time use, well-being, and stress will be examined in relation to, for example, the quality of life. METHODS We conducted a quasi-experimental, nonrandomized controlled trial with 3 data collection methods, namely, online questionnaires, EMA surveys, and qualitative interviews. The intervention group (n=64) will participate in the online questionnaires and EMA surveys, and a subsample of the intervention group (n=6-17) will also be invited to participate in qualitative interviews. Over a period of 1 week, participants in the intervention group will answer daily EMA surveys (4 times per day). In contrast, the control group (n=17) will only participate in the online questionnaires at baseline and after 1 week. The following constructs were surveyed: sociodemographic background (eg, age, gender, and household composition; baseline questionnaire); mediators and moderators (eg, gender role beliefs and work-family conflict; baseline and follow-up questionnaires); well-being, quality of life, and trait mindfulness (baseline and follow-up questionnaires); momentary activity and well-being, as well as state mindfulness (EMA); and feasibility (baseline and follow-up questionnaires as well as interviews). We anticipate that participants will regard the daily EMA as feasible. Particular daily time-use patterns (eg, high paid and unpaid workload) are expected to be related to lower well-being, higher stress, and health-related quality of life. These associations are expected to be moderated and mediated by factors such as gender, gender role beliefs, work-family conflict, and social support. Participants in the intervention group are expected to show higher values of mindfulness, well-being, health-related quality of life, and lower stress. RESULTS Patient recruitment started in November 2023 and ended in mid April 2024. Data analysis commenced in mid April 2024. CONCLUSIONS This study aims to provide valuable insights into the feasibility of using EMAs and the potential benefits of activity tracking in various aspects of daily life. TRIAL REGISTRATION Open Science Framework 8qj3d; https://osf.io/8qj3d. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) PRR1-10.2196/54728.
Collapse
Affiliation(s)
- Laura Altweck
- Department Health and Prevention, Institute of Psychology, University of Greifswald, Greifswald, Germany
| | - Silke Schmidt
- Department Health and Prevention, Institute of Psychology, University of Greifswald, Greifswald, Germany
| | - Samuel Tomczyk
- Department Health and Prevention, Institute of Psychology, University of Greifswald, Greifswald, Germany
| |
Collapse
|
2
|
Miller LMS, Callegari RA, Abah T, Fann H. Digital Literacy Training for Low-Income Older Adults Through Undergraduate Community-Engaged Learning: Single-Group Pretest-Posttest Study. JMIR Aging 2024; 7:e51675. [PMID: 38599620 PMCID: PMC11134247 DOI: 10.2196/51675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 03/23/2024] [Accepted: 04/10/2024] [Indexed: 04/12/2024] Open
Abstract
BACKGROUND Digital technology is a social determinant of health that affects older people's ability to engage in health maintenance and disease prevention activities; connect with family and friends; and, more generally, age in place. Unfortunately, disparities in technology adoption and use exist among older adults compared with other age groups and are even greater among low-income older adults. OBJECTIVE In this study, we described the development and implementation of a digital literacy training program designed with the dual goals of training low-income older adults in the community and teaching students about aging using a community-engaged learning (CEL) approach. METHODS The training program was embedded within a 10-week CEL course that paired undergraduates (N=27) with low-income older adults (n=18) for 8 weeks of digital literacy training. Older adults and students met weekly at the local senior center for the training. Students also met in the classroom weekly to learn about aging and how to use design thinking to train their older adult trainees. Both older adults and students completed pre- and posttraining surveys. RESULTS Older adults demonstrated increased digital literacy skills and confidence in the use of digital technology. Loneliness did not change from pre to postassessment measurements; however, older adults showed improvements in their attitudes toward their own aging and expressed enthusiasm for the training program. Although students' fear of older adults did not change, their comfort in working with older adults increased. Importantly, older adults and students expressed positive feelings about the trainee-trainer relationship that they formed during the training program. CONCLUSIONS A CEL approach that brings together students and low-income older adults in the community has a strong potential to reduce the digital divide experienced by underserved older adults. Additional work is needed to explore the efficacy and scalability of this approach in terms of older adults' digital literacy as well as other potential benefits to both older and younger adults.
Collapse
Affiliation(s)
| | - Rachel A Callegari
- Human Ecology, University of California, Davis, Davis, CA, United States
| | - Theresa Abah
- Department of Gerontology, Sacramento State University, Sacramento, CA, United States
| | - Helen Fann
- Human Ecology, University of California, Davis, Davis, CA, United States
| |
Collapse
|
3
|
Campbell L, Quicke J, Stevenson K, Paskins Z, Dziedzic K, Swaithes L. Using Twitter (X) to mobilise knowledge for First Contact Physiotherapists: A qualitative study. J Med Internet Res 2024. [PMID: 38742615 DOI: 10.2196/55680] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/16/2024] Open
Abstract
BACKGROUND Twitter (now X) is a virtual social network commonly used by healthcare professionals. Little is known about whether it helps healthcare professionals to share, mobilise and co-create knowledge, or reduce the time between research knowledge being created and used in clinical practice (the evidence-to-practice gap). Musculoskeletal First Contact Physiotherapists (FCPs) are primary care specialists who diagnose and treat people with musculoskeletal conditions without needing to see their General Practitioner (family physician) first. They often work as a sole FCP in practice, hence are an ideal healthcare professional group with whom to explore knowledge mobilisation using Twitter. OBJECTIVE To explore how Twitter is, and can be used to mobilise knowledge, including research findings, to inform FCP clinical practice. METHODS Semi-structured interviews of FCPs with experience of working in English primary care. FCPs were purposively sampled based on employment arrangements and Twitter use. Recruitment was via known FCP networks and Twitter, supplemented by snowball sampling. Online interviews used a topic guide exploring FCP's perceptions and experiences of accessing knowledge, via Twitter, for clinical practice. Data were analysed thematically and informed by the knowledge mobilisation mindlines model. Public contributors were involved throughout. RESULTS Nineteen FCPs consented to interview (Twitter users n=14, female n=9). Three themes were identified: 1) How Twitter meets the needs of FCPs, 2) Twitter and a journey of knowledge to support clinical practice and 3) Factors impeding knowledge sharing on Twitter. FCPs described needs relating to isolated working practice, time demands and role uncertainty. Twitter provided rapid access to succinct knowledge, opportunity to network and peer reassurance regarding clinical cases, evidence and policy. FCPs took a journey of knowledge exchange on Twitter, including scrolling for knowledge, filtering for credibility and adapting knowledge for in-service training and clinical practice. Participants engaged best with images and infographics. FCPs described misinformation, bias, echo chambers, unprofessionalism, hostility, privacy concerns and blurred personal boundaries as factors impeding knowledge sharing on Twitter. Consequently, many did not feel confident to actively participate with Twitter. CONCLUSIONS This study explores how Twitter is, and can be used to mobilise knowledge to inform FCP clinical practice. Twitter can meet knowledge needs of FCPs through rapid access to succinct knowledge, networking opportunities and professional reassurance. The journey of knowledge exchange from Twitter to clinical practice can be explained by considering the mindlines model, which describes how FCPs exchange knowledge in online and offline contexts. Findings demonstrate that Twitter can be a useful adjunct to FCP practice although several factors impeded knowledge sharing on the platform. We recommend social media training and enhanced governance guidance from professional bodies to support the use of Twitter for knowledge mobilisation. CLINICALTRIAL
Collapse
Affiliation(s)
- Laura Campbell
- Impact Accelerator Unit, School of Medicine, Keele University, School of Medicine, Newcastle under Lyme, GB
| | - Jonathan Quicke
- STARS Education and Research Alliance, Surgical Treatment and Rehabilitation Services (STARS), The University of Queensland, Queensland, AU
- School of Medicine, Keele University, Newcastle under Lyme, GB
| | - Kay Stevenson
- Impact Accelerator Unit, School of Medicine, Keele University, School of Medicine, Newcastle under Lyme, GB
- Midlands Partnership University NHS Foundation Trust, Stoke on Trent, GB
| | - Zoe Paskins
- School of Medicine, Keele University, Newcastle under Lyme, GB
- Midlands Partnership University NHS Foundation Trust, Stoke on Trent, GB
| | - Krysia Dziedzic
- Impact Accelerator Unit, School of Medicine, Keele University, School of Medicine, Newcastle under Lyme, GB
| | - Laura Swaithes
- Impact Accelerator Unit, School of Medicine, Keele University, School of Medicine, Newcastle under Lyme, GB
| |
Collapse
|
4
|
Mitchell EM, Adejumo OA, Abdur-Razzaq H, Ogbudebe C, Gidado M. The Role of Trust as a Driver of Private-Provider Participation in Disease Surveillance: Cross-Sectional Survey From Nigeria. JMIR Public Health Surveill 2024; 10:e52191. [PMID: 38506095 PMCID: PMC11082728 DOI: 10.2196/52191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 01/01/2024] [Accepted: 03/20/2024] [Indexed: 03/21/2024] Open
Abstract
BACKGROUND Recognition of the importance of valid, real-time knowledge of infectious disease risk has renewed scrutiny into private providers' intentions, motives, and obstacles to comply with an Integrated Disease Surveillance Response (IDSR) framework. Appreciation of how private providers' attitudes shape their tuberculosis (TB) notification behaviors can yield lessons for the surveillance of emerging pathogens, antibiotic stewardship, and other crucial public health functions. Reciprocal trust among actors and institutions is an understudied part of the "software" of surveillance. OBJECTIVE We aimed to assess the self-reported knowledge, motivation, barriers, and TB case notification behavior of private health care providers to public health authorities in Lagos, Nigeria. We measured the concordance between self-reported notification, TB cases found in facility records, and actual notifications received. METHODS A representative, stratified sample of 278 private health care workers was surveyed on TB notification attitudes, behavior, and perceptions of public health authorities using validated scales. Record reviews were conducted to identify the TB treatment provided and facility case counts were abstracted from the records. Self-reports were triangulated against actual notification behavior for 2016. The complex health system framework was used to identify potential predictors of notification behavior. RESULTS Noncompliance with the legal obligations to notify infectious diseases was not attributable to a lack of knowledge. Private providers who were uncomfortable notifying TB cases via the IDSR system scored lower on the perceived benevolence subscale of trust. Health care workers who affirmed "always" notifying via IDSR monthly reported higher median trust in the state's public disease control capacity. Although self-reported notification behavior was predicted by age, gender, and positive interaction with public health bodies, the self-report numbers did not tally with actual TB notifications. CONCLUSIONS Providers perceived both risks and benefits to recording and reporting TB cases. To improve private providers' public health behaviors, policy makers need to transcend instrumental and transactional approaches to surveillance to include building trust in public health, simplifying the task, and enhancing the link to improved health. Renewed attention to the "software" of health systems (eg, norms, values, and relationships) is vital to address pandemic threats. Surveys with private providers may overestimate their actual participation in public health surveillance.
Collapse
Affiliation(s)
- Ellen Mh Mitchell
- Mycobacterial Diseases and Neglected Tropical Diseases Unit, Department of Public Health, Institute for Tropical Medicine, Antwerp, Belgium
| | - Olusola Adedeji Adejumo
- Mainland Hospital, Yaba Lagos, Nigeria
- Department of Community Health and Primary Health Care, Lagos State University Teaching Hospital, Ikeja, Lagos, Nigeria
| | - Hussein Abdur-Razzaq
- Health Research Unit, Directorate of Planning, Research, and Statistics, Lagos Ministry of Health, Lagos, Nigeria
| | | | | |
Collapse
|
5
|
Ames ML, Karlsen MC, Sundermeir SM, Durrwachter N, Hemmingson TA, Reznar MM, Staffier KL, Weeks B, Gittelsohn J. Lifestyle Medicine Implementation in 8 Health Systems: Protocol for a Multiple Case Study Investigation. JMIR Res Protoc 2024; 13:e51562. [PMID: 38320320 DOI: 10.2196/51562] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 02/04/2024] [Accepted: 02/06/2024] [Indexed: 02/08/2024] Open
Abstract
BACKGROUND Lifestyle medicine (LM) is the use of therapeutic lifestyle changes (including a whole-food, plant-predominant eating pattern; regular physical activity; restorative sleep; stress management; avoidance of risky substances; and positive social connection) to prevent and treat chronic illness. Despite growing evidence, LM is still not widely implemented in health care settings. Potential challenges to LM implementation include lack of clinician training, staffing concerns, and misalignment of LM services with fee-for-service reimbursement, but the full range of factors facilitating or obstructing its implementation and long-term success are not yet understood. To learn important lessons for success and failure, it is crucial to understand the experiences of different LM programs. OBJECTIVE This study aims to describe in depth the protocol used to identify barriers and facilitators impacting the implementation of LM in health systems. METHODS The study team comprises team members at the American College of Lifestyle Medicine (ACLM), including staff and researchers with expertise in public health, LM, and qualitative research. We recruited health systems that were members of the ACLM Health Systems Council. From among 15 self-nominating health systems, we selected 7 to represent a diversity of geographic location, type, size, expertise, funding, patients, and LM services. Partway through the study, we recruited 1 additional contrasting health system to serve as a negative case. For each case, we conducted in-depth interviews, document reviews, site visits (limited due to the COVID-19 pandemic), and study team debriefs. Interviews lasted 45-90 minutes and followed a semistructured interview guide, loosely based on the Consolidated Framework for Implementation Research (CFIR) model. We are constructing detailed case narrative reports for each health system that are subsequently used in cross-case analyses to develop a contextually rich and detailed understanding of various predetermined and emergent topics. Cross-case analyses will draw on a variety of methodologies, including in-depth case familiarization, inductive or deductive coding, and thematic analysis, to identify cross-cutting themes. RESULTS The study team has completed data collection for all 8 participating health systems, including 68 interviews and 1 site visit. We are currently drafting descriptive case narratives, which will be disseminated to participating health systems for member checking and shared broadly as applied vignettes. We are also conducting cross-case analyses to identify critical facilitators and barriers, explore clinician training strategies to facilitate LM implementation, and develop an explanatory model connecting practitioner adoption of LM and experiences of burnout. CONCLUSIONS This protocol paper offers real-world insights into research methods and practices to identify barriers and facilitators to the implementation of LM in health systems. Findings can advise LM implementation across various health system contexts. Methodological limitations and lessons learned can guide the execution of other studies with similar methodologies. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/51562.
Collapse
Affiliation(s)
- Meghan L Ames
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
| | - Micaela C Karlsen
- American College of Lifestyle Medicine, Chesterfield, MO, United States
| | - Samantha M Sundermeir
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
| | - Neve Durrwachter
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
| | | | - Melissa M Reznar
- School of Health Sciences, Oakland University, Rochester, MI, United States
| | | | - Bruce Weeks
- American College of Lifestyle Medicine, Chesterfield, MO, United States
| | - Joel Gittelsohn
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
| |
Collapse
|
6
|
Kopilaš V, Nasadiuk K, Martinelli L, Lhotska L, Todorovic Z, Vidmar M, Machado H, Svalastog AL, Gajović S. Perspectives on the COVID-19 Vaccination Rollout in 17 Countries: Reflexive Thematic and Frequency Analysis Based on the Strengths, Weaknesses, Opportunities, and Threats (SWOT) Framework. JMIR Hum Factors 2024; 11:e44258. [PMID: 38373020 PMCID: PMC10896317 DOI: 10.2196/44258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Revised: 07/16/2023] [Accepted: 09/26/2023] [Indexed: 02/20/2024] Open
Abstract
BACKGROUND As the SARS-CoV-2 virus created a global pandemic and rapidly became an imminent threat to the health and lives of people worldwide, the need for a vaccine and its quick distribution among the population was evident. Due to the urgency, and on the back of international collaboration, vaccines were developed rapidly. However, vaccination rollouts showed different success rates in different countries and some also led to increased vaccine hesitancy. OBJECTIVE The aim of this study was to identify the role of information sharing and context sensitivity in various vaccination programs throughout the initial COVID-19 vaccination rollout in different countries. Moreover, we aimed to identify factors in national vaccination programs related to COVID-19 vaccine hesitancy, safety, and effectiveness. Toward this end, multidisciplinary and multinational opinions from members of the Navigating Knowledge Landscape (NKL) network were analyzed. METHODS From May to July 2021, 25 completed questionnaires from 27 NKL network members were collected. These contributors were from 17 different countries. The responses reflected the contributors' subjective viewpoints on the status and details of the COVID-19 vaccination rollout in their countries. Contributors were asked to identify strengths, weaknesses, opportunities, and threats (ie, SWOT) of the respective vaccination programs. The responses were analyzed using reflexive thematic analysis, followed by frequency analysis of identified themes according to the represented countries. RESULTS The perspectives of NKL network members showed a link between organizational elements of the vaccination rollout and the accompanying societal response, both of which were related to strengths and weaknesses of the process. External sociocultural variables, improved public communication around vaccination-related issues, ethical controversies, and the spread of disinformation were the dominant themes related to opportunities and challenges. In the SWOT 2×2 matrix, Availability and Barriers emerged as internal categories, whereas Transparent communication and promotion and Societal divide emerged as key external categories. CONCLUSIONS Inventory of themes and categories inspired by elements of the SWOT framework provides an informative multidisciplinary perspective for effective implementation of public health strategies in the battle against COVID-19 or any future pandemics of a similar nature.
Collapse
Affiliation(s)
- Vanja Kopilaš
- Department of Psychology, Faculty of Croatian Studies, University of Zagreb, Zagreb, Croatia
| | - Khrystyna Nasadiuk
- Department of Biochemistry, Danylo Halytsky Lviv National Medical University, Lviv, Ukraine
| | | | - Lenka Lhotska
- Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, Prague, Czech Republic
- Faculty of Biomedical Engineering, Czech Technical University in Prague, Prague, Czech Republic
| | - Zoran Todorovic
- University Hospital Medical Center "Bežanijska kosa", Belgrade,
- Department of Pharmacology, Clinical Pharmacology and Toxicology, Faculty of Medicine, University of Belgrade, Belgrade,
| | - Matjaz Vidmar
- Institute for the Study of Science, Technology and Innovation, The University of Edinburgh, Edinburgh, United Kingdom
- School of Engineering, The University of Edinburgh, Edinburgh, United Kingdom
| | - Helena Machado
- Institute for Social Sciences, University of Minho, Braga, Portugal
| | - Anna Lydia Svalastog
- Østfold University College, Halden, Norway
- Centre for Research Ethics and Bioethics, Uppsala University, Uppsala, Sweden
| | - Srećko Gajović
- BIMIS-Biomedical Research Center Šalata, University of Zagreb School of Medicine, Zagreb, Croatia
| |
Collapse
|
7
|
Heaton D, Nichele E, Clos J, Fischer JE. Perceptions of the Agency and Responsibility of the NHS COVID-19 App on Twitter: Critical Discourse Analysis. J Med Internet Res 2024; 26:e50388. [PMID: 38300688 PMCID: PMC10836414 DOI: 10.2196/50388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 10/20/2023] [Accepted: 10/20/2023] [Indexed: 02/02/2024] Open
Abstract
BACKGROUND Since September 2020, the National Health Service (NHS) COVID-19 contact-tracing app has been used to mitigate the spread of COVID-19 in the United Kingdom. Since its launch, this app has been a part of the discussion regarding the perceived social agency of decision-making algorithms. On the social media website Twitter, a plethora of views about the app have been found but only analyzed for sentiment and topic trajectories thus far, leaving the perceived social agency of the app underexplored. OBJECTIVE We aimed to examine the discussion of social agency in social media public discourse regarding algorithm-operated decisions, particularly when the artificial intelligence agency responsible for specific information systems is not openly disclosed in an example such as the COVID-19 contact-tracing app. To do this, we analyzed the presentation of the NHS COVID-19 App on Twitter, focusing on the portrayal of social agency and the impact of its deployment on society. We also aimed to discover what the presentation of social agents communicates about the perceived responsibility of the app. METHODS Using corpus linguistics and critical discourse analysis, underpinned by social actor representation, we used the link between grammatical and social agency and analyzed a corpus of 118,316 tweets from September 2020 to July 2021 to see whether the app was portrayed as a social actor. RESULTS We found that active presentations of the app-seen mainly through personalization and agency metaphor-dominated the discourse. The app was presented as a social actor in 96% of the cases considered and grew in proportion to passive presentations over time. These active presentations showed the app to be a social actor in 5 main ways: informing, instructing, providing permission, disrupting, and functioning. We found a small number of occasions on which the app was presented passively through backgrounding and exclusion. CONCLUSIONS Twitter users presented the NHS COVID-19 App as an active social actor with a clear sense of social agency. The study also revealed that Twitter users perceived the app as responsible for their welfare, particularly when it provided instructions or permission, and this perception remained consistent throughout the discourse, particularly during significant events. Overall, this study contributes to understanding how social agency is discussed in social media discourse related to algorithmic-operated decisions This research offers valuable insights into public perceptions of decision-making digital contact-tracing health care technologies and their perceptions on the web, which, even in a postpandemic world, may shed light on how the public might respond to forthcoming interventions.
Collapse
Affiliation(s)
- Dan Heaton
- School of Computer Science, University of Nottingham, Nottingham, United Kingdom
| | - Elena Nichele
- School of Computer Science, University of Nottingham, Nottingham, United Kingdom
- Lincoln International Business School, University of Lincoln, United Kingdom
| | - Jérémie Clos
- School of Computer Science, University of Nottingham, Nottingham, United Kingdom
| | - Joel E Fischer
- School of Computer Science, University of Nottingham, Nottingham, United Kingdom
| |
Collapse
|
8
|
Giannakopoulos K, Kavadella A, Aaqel Salim A, Stamatopoulos V, Kaklamanos EG. Evaluation of the Performance of Generative AI Large Language Models ChatGPT, Google Bard, and Microsoft Bing Chat in Supporting Evidence-Based Dentistry: Comparative Mixed Methods Study. J Med Internet Res 2023; 25:e51580. [PMID: 38009003 PMCID: PMC10784979 DOI: 10.2196/51580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 10/15/2023] [Accepted: 11/20/2023] [Indexed: 11/28/2023] Open
Abstract
BACKGROUND The increasing application of generative artificial intelligence large language models (LLMs) in various fields, including dentistry, raises questions about their accuracy. OBJECTIVE This study aims to comparatively evaluate the answers provided by 4 LLMs, namely Bard (Google LLC), ChatGPT-3.5 and ChatGPT-4 (OpenAI), and Bing Chat (Microsoft Corp), to clinically relevant questions from the field of dentistry. METHODS The LLMs were queried with 20 open-type, clinical dentistry-related questions from different disciplines, developed by the respective faculty of the School of Dentistry, European University Cyprus. The LLMs' answers were graded 0 (minimum) to 10 (maximum) points against strong, traditionally collected scientific evidence, such as guidelines and consensus statements, using a rubric, as if they were examination questions posed to students, by 2 experienced faculty members. The scores were statistically compared to identify the best-performing model using the Friedman and Wilcoxon tests. Moreover, the evaluators were asked to provide a qualitative evaluation of the comprehensiveness, scientific accuracy, clarity, and relevance of the LLMs' answers. RESULTS Overall, no statistically significant difference was detected between the scores given by the 2 evaluators; therefore, an average score was computed for every LLM. Although ChatGPT-4 statistically outperformed ChatGPT-3.5 (P=.008), Bing Chat (P=.049), and Bard (P=.045), all models occasionally exhibited inaccuracies, generality, outdated content, and a lack of source references. The evaluators noted instances where the LLMs delivered irrelevant information, vague answers, or information that was not fully accurate. CONCLUSIONS This study demonstrates that although LLMs hold promising potential as an aid in the implementation of evidence-based dentistry, their current limitations can lead to potentially harmful health care decisions if not used judiciously. Therefore, these tools should not replace the dentist's critical thinking and in-depth understanding of the subject matter. Further research, clinical validation, and model improvements are necessary for these tools to be fully integrated into dental practice. Dental practitioners must be aware of the limitations of LLMs, as their imprudent use could potentially impact patient care. Regulatory measures should be established to oversee the use of these evolving technologies.
Collapse
Affiliation(s)
| | - Argyro Kavadella
- School of Dentistry, European University Cyprus, Nicosia, Cyprus
| | - Anas Aaqel Salim
- School of Dentistry, European University Cyprus, Nicosia, Cyprus
| | - Vassilis Stamatopoulos
- Information Management Systems Institute, ATHENA Research and Innovation Center, Athens, Greece
| | - Eleftherios G Kaklamanos
- School of Dentistry, European University Cyprus, Nicosia, Cyprus
- School of Dentistry, Aristotle University of Thessaloniki, Thessaloniki, Greece
- Mohammed Bin Rashid University of Medicine and Health Sciences, Dubai, United Arab Emirates
| |
Collapse
|
9
|
Bogdanski E. The Effects of Virtual Reality Telemedicine With Pediatric Patients Diagnosed With Posttraumatic Stress Disorder: Exploratory Research Method Case Report. JMIR Form Res 2023; 7:e34346. [PMID: 38133920 PMCID: PMC10770779 DOI: 10.2196/34346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 06/23/2022] [Accepted: 03/06/2023] [Indexed: 03/08/2023] Open
Abstract
BACKGROUND Trauma-focused cognitive behavioral therapy (TF-CBT) strategies are common interventions to treat child trauma and a posttraumatic stress disorder (PTSD) diagnosis in children with histories of sexual and physical abuse. With the advent of COVID-19, the disruption of child development combined with intense exposure to technology and screen time indicate a need for delivering other novel approaches to treat pediatric PTSD. Virtual reality (VR) has been used with evidence-based TF-CBT as an intervention in lab-based settings, but never as telehealth. Such technologies, including a VR head-mounted device (HMD) programmed with novel TheraVR software, for psychotherapy and treating trauma-related symptoms could redefine how pediatric populations respond to treatment. OBJECTIVE The aim of this exploratory single-case study was to reflect symptom improvement and patient engagement using VR as telehealth. METHODS The patient was a 10-year-old girl of Middle Eastern descent diagnosed with trauma and comorbid medical conditions. The patient was in divorced joint parental custody and a Child Protective Services report was made with referral for therapy. Night terrors, hallucinations, depression, anxiety, isolation, and encopresis symptoms were assessed at the beginning of treatment. Clinical analysis met the criteria for a diagnosis of early onset PTSD, which was treated over the course of 7 months using TF-CBT. A cross-analysis design was used to compare improved effectiveness in treatment and patient outcomes when moving from delivery of care with telehealth using desktop and tablet synchronous technology to 2D VR desktop telehealth with TheraVR software and subsequently HMD VR telehealth with TheraVR software. Sessions were conducted in private practice providing psychotherapy for remote patient care, collateral care with the family, and coordination of clinical care with the patient's pediatrician. Safety and protocols for reducing triggers were clinically monitored by the provider. RESULTS Over the course of treatment, and moving from standard telehealth to 2D VR to TheraVR with a standalone HMD, there was a significant reduction in PTSD symptoms. The transfer from using the standard video conferencing with face-to-face video to using customizable avatar technology with an assigned scene environment presented an increase in patient retention and follow-through with the treatment goals. The continuous use of delivery of care using VR with the TheraVR software demonstrated breakthrough clinical observations where the patient devised her own interventions for coping with mood, emotional regulation, and negative cognitive processes using the 10 different VR environments. CONCLUSIONS This study shows the potential efficacy in using VR specifically for younger populations as a better modality of pediatrics care, while improving engagement with the provider through telehealth. These findings suggest the value of further research through larger clinical trials including pediatric patients diagnosed with severe trauma or trauma-related symptoms to assess the effectiveness of TheraVR software.
Collapse
|
10
|
Sadhu S, Solanki D, Brick LA, Nugent NR, Mankodiya K. Designing a Clinician-Centered Wearable Data Dashboard (CarePortal): Participatory Design Study. JMIR Form Res 2023; 7:e46866. [PMID: 38051573 PMCID: PMC10731575 DOI: 10.2196/46866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 08/31/2023] [Accepted: 09/08/2023] [Indexed: 12/07/2023] Open
Abstract
BACKGROUND The recent growth of eHealth is unprecedented, especially after the COVID-19 pandemic. Within eHealth, wearable technology is increasingly being adopted because it can offer the remote monitoring of chronic and acute conditions in daily life environments. Wearable technology may be used to monitor and track key indicators of physical and psychological stress in daily life settings, providing helpful information for clinicians. One of the key challenges is to present extensive wearable data to clinicians in an easily interpretable manner to make informed decisions. OBJECTIVE The purpose of this research was to design a wearable data dashboard, named CarePortal, to present analytic visualizations of wearable data that are meaningful to clinicians. The study was divided into 2 main research objectives: to understand the needs of clinicians regarding wearable data interpretation and visualization and to develop a system architecture for a web application to visualize wearable data and related analytics. METHODS We used a wearable data set collected from 116 adolescent participants who experienced trauma. For 2 weeks, participants wore a Microsoft Band that logged physiological sensor data such as heart rate (HR). A total of 834 days of HR data were collected. To design the CarePortal dashboard, we used a participatory design approach that interacted directly with clinicians (stakeholders) with backgrounds in clinical psychology and neuropsychology. A total of 8 clinicians were recruited from the Rhode Island Hospital and the University of Massachusetts Memorial Health. The study involved 5 stages of participatory workshops and began with an understanding of the needs of clinicians. A User Experience Questionnaire was used at the end of the study to quantitatively evaluate user experience. Physiological metrics such as daily and hourly maximum, minimum, average, and SD of HR and HR variability, along with HR-based activity levels, were identified. This study investigated various data visualization graphing methods for wearable data, including radar charts, stacked bar plots, scatter plots combined with line plots, simple bar plots, and box plots. RESULTS We created a CarePortal dashboard after understanding the clinicians' needs. Results from our workshops indicate that overall clinicians preferred aggregate information such as daily HR instead of continuous HR and want to see trends in wearable sensor data over a period (eg, days). In the User Experience Questionnaire, a score of 1.4 was received, which indicated that CarePortal was exciting to use (question 5), and a similar score was received, indicating that CarePortal was the leading edge (question 8). On average, clinicians reported that CarePortal was supportive and can be useful in making informed decisions. CONCLUSIONS We concluded that the CarePortal dashboard integrated with wearable sensor data visualization techniques would be an acceptable tool for clinicians to use in the future.
Collapse
Affiliation(s)
- Shehjar Sadhu
- University of Rhode Island, Kingston, RI, United States
| | | | | | | | | |
Collapse
|
11
|
Natvik E, Lavik KO, Ogden J, Strømmen M, Moltu C. The patient-practitioner interaction in post bariatric surgery consultations: an interpersonal process recall study. Disabil Rehabil 2023; 45:4440-4449. [PMID: 36484620 DOI: 10.1080/09638288.2022.2152876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 11/23/2022] [Indexed: 12/13/2022]
Abstract
PURPOSE The patient-practitioner relationship is fundamental to rehabilitation practice and patients' health and wellbeing. Dissonance between patients who have had bariatric surgery and health care practitioners about what supportive care and good outcomes are can undermine care. To address the mechanisms of this process, we conducted an Interpersonal Process Recall study. MATERIALS AND METHODS We interviewed patients (11), video recorded consultations (10), conducted video-assisted individual interviews with patients (10) and practitioners (11) and a dyadic data analysis. RESULTS We identified relational states and shifts in the clinical encounter 2-3 years post-surgery, described in themes: a) Playing by the Book - Making it Easier for Each Other, b) Down the Blind Alley - Giving up on Each Other, and c) Opposite Poles - Towards and Away from Each Other. CONCLUSIONS The post-surgery consultations facilitated responsibility for health and self-care but did not invite dialogues about the psychosocial burdens of living with obesity and undergoing bariatric surgery. Patients and practitioners tried to avoid creating conflict, which in turn seemed to foster distance, rather than human connection. This limits the encounter's benefit to both parties, leaving them frustrated and less willing to either meet again or take any gains into their future lives.IMPLICATIONS FOR REHABILITATIONIllness evokes feelings of stress and uncertainty and is experienced very differently from the perspective of patients and health care practitioners (HCPs), who encounter each other in a field fraught with tension.Bodily changes and difficult emotions related to food and eating are to be expected when undergoing bariatric surgery, and to explicitly "notice, name and validate" emotions can promote the patient's capacity to sustain self-care, lifestyle change, weight loss and health gains.Making interpersonal connection and interaction between patient and HCP the centre of bariatric aftercare can enhance engagement in and outcomes of the post-surgery clinical encounter.
Collapse
Affiliation(s)
- Eli Natvik
- The Centre for Health Research, District General Hospital of Førde, Førde, Norway
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Førde, Norway
| | - Kristina Osland Lavik
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Førde, Norway
- Department of Psychiatry, District General Hospital of Førde, Førde, Norway
| | - Jane Ogden
- Department of Psychology, University of Surrey, Guildford, England
| | - Magnus Strømmen
- Centre for Obesity Research, Clinic of Surgery, St. Olavs University Hospital, Trondheim, Norway
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Christian Moltu
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Førde, Norway
- Department of Psychiatry, District General Hospital of Førde, Førde, Norway
| |
Collapse
|
12
|
Gödde D, Nöhl S, Wolf C, Rupert Y, Rimkus L, Ehlers J, Breuckmann F, Sellmann T. A SWOT (Strengths, Weaknesses, Opportunities, and Threats) Analysis of ChatGPT in the Medical Literature: Concise Review. J Med Internet Res 2023; 25:e49368. [PMID: 37865883 PMCID: PMC10690535 DOI: 10.2196/49368] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 09/26/2023] [Accepted: 09/27/2023] [Indexed: 10/23/2023] Open
Abstract
BACKGROUND ChatGPT is a 175-billion-parameter natural language processing model that is already involved in scientific content and publications. Its influence ranges from providing quick access to information on medical topics, assisting in generating medical and scientific articles and papers, performing medical data analyses, and even interpreting complex data sets. OBJECTIVE The future role of ChatGPT remains uncertain and a matter of debate already shortly after its release. This review aimed to analyze the role of ChatGPT in the medical literature during the first 3 months after its release. METHODS We performed a concise review of literature published in PubMed from December 1, 2022, to March 31, 2023. To find all publications related to ChatGPT or considering ChatGPT, the search term was kept simple ("ChatGPT" in AllFields). All publications available as full text in German or English were included. All accessible publications were evaluated according to specifications by the author team (eg, impact factor, publication modus, article type, publication speed, and type of ChatGPT integration or content). The conclusions of the articles were used for later SWOT (strengths, weaknesses, opportunities, and threats) analysis. All data were analyzed on a descriptive basis. RESULTS Of 178 studies in total, 160 met the inclusion criteria and were evaluated. The average impact factor was 4.423 (range 0-96.216), and the average publication speed was 16 (range 0-83) days. Among the articles, there were 77 editorials (48,1%), 43 essays (26.9%), 21 studies (13.1%), 6 reviews (3.8%), 6 case reports (3.8%), 6 news (3.8%), and 1 meta-analysis (0.6%). Of those, 54.4% (n=87) were published as open access, with 5% (n=8) provided on preprint servers. Over 400 quotes with information on strengths, weaknesses, opportunities, and threats were detected. By far, most (n=142, 34.8%) were related to weaknesses. ChatGPT excels in its ability to express ideas clearly and formulate general contexts comprehensibly. It performs so well that even experts in the field have difficulty identifying abstracts generated by ChatGPT. However, the time-limited scope and the need for corrections by experts were mentioned as weaknesses and threats of ChatGPT. Opportunities include assistance in formulating medical issues for nonnative English speakers, as well as the possibility of timely participation in the development of such artificial intelligence tools since it is in its early stages and can therefore still be influenced. CONCLUSIONS Artificial intelligence tools such as ChatGPT are already part of the medical publishing landscape. Despite their apparent opportunities, policies and guidelines must be implemented to ensure benefits in education, clinical practice, and research and protect against threats such as scientific misconduct, plagiarism, and inaccuracy.
Collapse
Affiliation(s)
- Daniel Gödde
- Department of Pathology and Molecularpathology, Helios University Hospital Wuppertal, Witten/Herdecke University, Witten, Germany
| | - Sophia Nöhl
- Faculty of Health, Witten/Herdecke University, Witten, Germany
| | - Carina Wolf
- Faculty of Health, Witten/Herdecke University, Witten, Germany
| | - Yannick Rupert
- Faculty of Health, Witten/Herdecke University, Witten, Germany
| | - Lukas Rimkus
- Faculty of Health, Witten/Herdecke University, Witten, Germany
| | - Jan Ehlers
- Department of Didactics and Education Research in the Health Sector, Faculty of Health, Witten/Herdecke University, Witten, Germany
| | - Frank Breuckmann
- Department of Cardiology and Vascular Medicine, West German Heart and Vascular Center Essen, University Duisburg-Essen, Essen, Germany
- Department of Cardiology, Pneumology, Neurology and Intensive Care Medicine, Klinik Kitzinger Land, Kitzingen, Germany
| | - Timur Sellmann
- Department of Anaesthesiology I, Witten/Herdecke University, Witten, Germany
- Department of Anaesthesiology and Intensive Care Medicine, Evangelisches Krankenhaus BETHESDA zu Duisburg, Duisburg, Germany
| |
Collapse
|
13
|
Babayan K, Keilty K, Esufali J, Grajales Iii FJ. An After-Hours Virtual Care Service for Children With Medical Complexity and New Medical Technology: Mixed Methods Feasibility Study. JMIR Pediatr Parent 2023; 6:e41393. [PMID: 37938869 PMCID: PMC10666005 DOI: 10.2196/41393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Revised: 01/11/2023] [Accepted: 03/04/2023] [Indexed: 03/07/2023] Open
Abstract
BACKGROUND Family caregivers (FCs) of children with medical complexity require specialized support to promote the safe management of new medical technologies (eg, gastrostomy tubes) during hospital-to-home transitions. With limited after-hours services available to families in home and community care, medical device complications that arise often lead to increased FC stress and unplanned emergency department (ED) visits. To improve FC experiences, enable safer patient discharge, and reduce after-hours ED visits, this study explores the feasibility of piloting a 24/7 virtual care service (Connected Care Live) with families to provide real-time support by clinicians expert in the use of pediatric home care technologies. OBJECTIVE This study aims to establish the economic, operational, and technical feasibility of piloting the expansion of an existing nurse-led after-hours virtual care service offered to home and community care providers to FCs of children with newly inserted medical devices after hospital discharge at Toronto's Hospital for Sick Children (SickKids). METHODS This exploratory study, conducted from October 2020 to August 2021, used mixed data sources to inform service expansion feasibility. Semistructured interviews were conducted with FCs, nurses, and hospital leadership to assess the risks, benefits, and technical and operational requirements for sustainable and cost-effective future service operations. Time and travel savings were estimated using ED visit data in SickKids' electronic medical records (Epic) with a chief complaint of "medical device problems," after-hours medical device inquiries from clinician emails and voicemails, and existing service operational data. RESULTS A total of 30 stakeholders were interviewed and voiced the need for the proposed service. Safer and more timely management of medical device complications, improved caregiver and provider experiences, and strengthened partnerships were identified as expected benefits, while service demand, nursing practice, and privacy and security were identified as potential risks. A total of 47 inquiries were recorded over 2 weeks from March 26, 2021, to April 8, 2021, with 51% (24/47) assessed as manageable via service expansion. This study forecasted annual time and travel savings of 558 hours for SickKids and 904 hours and 22,740 km for families. Minimal technical and operational requirements were needed to support service expansion by leveraging an existing platform and clinical staff. Of the 212 ED visits related to "medical device problems" over 6 months from September 1, 2020, to February 28, 2021, enteral feeding tubes accounted for nearly two-thirds (n=137, 64.6%), with 41.6% (57/137) assessed as virtually manageable. CONCLUSIONS Our findings indicate that it is feasible to pilot the expansion of Connected Care Live to FCs of children with newly inserted enteral feeding tubes. This nurse-led virtual caregiver service is a promising tool to promote safe hospital-to-home transitions, improve FC experiences, and reduce after-hours ED visits.
Collapse
Affiliation(s)
- Katherine Babayan
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| | - Krista Keilty
- Connected Care Program, Hospital for Sick Children, Toronto, ON, Canada
- Child Health Evaluative Studies, SickKids Research Institute, Toronto, ON, Canada
- Lawrence S. Bloomberg Faculty of Nursing, University of Toronto, Toronto, ON, Canada
| | - Jessica Esufali
- Connected Care Program, Hospital for Sick Children, Toronto, ON, Canada
| | - Francisco J Grajales Iii
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| |
Collapse
|
14
|
Chen CC, Wu CT, Chen CPC, Chung CY, Chen SC, Lee MS, Cheng CT, Liao CH. Predicting the Risk of Total Hip Replacement by Using A Deep Learning Algorithm on Plain Pelvic Radiographs: Diagnostic Study. JMIR Form Res 2023; 7:e42788. [PMID: 37862084 PMCID: PMC10625092 DOI: 10.2196/42788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 01/27/2023] [Accepted: 08/04/2023] [Indexed: 10/21/2023] Open
Abstract
BACKGROUND Total hip replacement (THR) is considered the gold standard of treatment for refractory degenerative hip disorders. Identifying patients who should receive THR in the short term is important. Some conservative treatments, such as intra-articular injection administered a few months before THR, may result in higher odds of arthroplasty infection. Delayed THR after functional deterioration may result in poorer outcomes and longer waiting times for those who have been flagged as needing THR. Deep learning (DL) in medical imaging applications has recently obtained significant breakthroughs. However, the use of DL in practical wayfinding, such as short-term THR prediction, is still lacking. OBJECTIVE In this study, we will propose a DL-based assistant system for patients with pelvic radiographs to identify the need for THR within 3 months. METHODS We developed a convolutional neural network-based DL algorithm to analyze pelvic radiographs, predict the hip region of interest (ROI), and determine whether or not THR is required. The data set was collected from August 2008 to December 2017. The images included 3013 surgical hip ROIs that had undergone THR and 1630 nonsurgical hip ROIs. The images were split, using split-sample validation, into training (n=3903, 80%), validation (n=476, 10%), and testing (n=475, 10%) sets to evaluate the algorithm performance. RESULTS The algorithm, called SurgHipNet, yielded an area under the receiver operating characteristic curve of 0.994 (95% CI 0.990-0.998). The accuracy, sensitivity, specificity, and F1-score of the model were 0.977, 0.920, 0932, and 0.944, respectively. CONCLUSIONS The proposed approach has demonstrated that SurgHipNet shows the ability and potential to provide efficient support in clinical decision-making; it can assist physicians in promptly determining the optimal timing for THR.
Collapse
Affiliation(s)
- Chih-Chi Chen
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Cheng-Ta Wu
- Department of Orthopaedic Surgery, Chang Gung Memorial Hospital, Kaohsiung, Taiwan
| | - Carl P C Chen
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chia-Ying Chung
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | | | - Mel S Lee
- Department of Orthopaedic Surgery, Pao-Chien Hospital, Pingtung, Taiwan
| | - Chi-Tung Cheng
- Department of Trauma and Emergency Surgery, Chang Gung Memorial Hospital, Taoyuan City, Taoyuan, Taiwan
| | - Chien-Hung Liao
- Department of Trauma and Emergency Surgery, Chang Gung Memorial Hospital, Taoyuan City, Taoyuan, Taiwan
| |
Collapse
|
15
|
Brown A, Kumar AT, Melamed O, Ahmed I, Wang YH, Deza A, Morcos M, Zhu L, Maslej M, Minian N, Sujaya V, Wolff J, Doggett O, Iantorno M, Ratto M, Selby P, Rose J. A Motivational Interviewing Chatbot With Generative Reflections for Increasing Readiness to Quit Smoking: Iterative Development Study. JMIR Ment Health 2023; 10:e49132. [PMID: 37847539 PMCID: PMC10618902 DOI: 10.2196/49132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 07/28/2023] [Accepted: 07/29/2023] [Indexed: 10/18/2023] Open
Abstract
BACKGROUND The motivational interviewing (MI) approach has been shown to help move ambivalent smokers toward the decision to quit smoking. There have been several attempts to broaden access to MI through text-based chatbots. These typically use scripted responses to client statements, but such nonspecific responses have been shown to reduce effectiveness. Recent advances in natural language processing provide a new way to create responses that are specific to a client's statements, using a generative language model. OBJECTIVE This study aimed to design, evolve, and measure the effectiveness of a chatbot system that can guide ambivalent people who smoke toward the decision to quit smoking with MI-style generative reflections. METHODS Over time, 4 different MI chatbot versions were evolved, and each version was tested with a separate group of ambivalent smokers. A total of 349 smokers were recruited through a web-based recruitment platform. The first chatbot version only asked questions without reflections on the answers. The second version asked the questions and provided reflections with an initial version of the reflection generator. The third version used an improved reflection generator, and the fourth version added extended interaction on some of the questions. Participants' readiness to quit was measured before the conversation and 1 week later using an 11-point scale that measured 3 attributes related to smoking cessation: readiness, confidence, and importance. The number of quit attempts made in the week before the conversation and the week after was surveyed; in addition, participants rated the perceived empathy of the chatbot. The main body of the conversation consists of 5 scripted questions, responses from participants, and (for 3 of the 4 versions) generated reflections. A pretrained transformer-based neural network was fine-tuned on examples of high-quality reflections to generate MI reflections. RESULTS The increase in average confidence using the nongenerative version was 1.0 (SD 2.0; P=.001), whereas for the 3 generative versions, the increases ranged from 1.2 to 1.3 (SD 2.0-2.3; P<.001). The extended conversation with improved generative reflections was the only version associated with a significant increase in average importance (0.7, SD 2.0; P<.001) and readiness (0.4, SD 1.7; P=.01). The enhanced reflection and extended conversations exhibited significantly better perceived empathy than the nongenerative conversation (P=.02 and P=.004, respectively). The number of quit attempts did not significantly change between the week before the conversation and the week after across all 4 conversations. CONCLUSIONS The results suggest that generative reflections increase the impact of a conversation on readiness to quit smoking 1 week later, although a significant portion of the impact seen so far can be achieved by only asking questions without the reflections. These results support further evolution of the chatbot conversation and can serve as a basis for comparison against more advanced versions.
Collapse
Affiliation(s)
- Andrew Brown
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
| | - Ash Tanuj Kumar
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
| | - Osnat Melamed
- INTREPID Lab, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada
| | - Imtihan Ahmed
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
| | - Yu Hao Wang
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
| | - Arnaud Deza
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
| | - Marc Morcos
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
| | - Leon Zhu
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
| | - Marta Maslej
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Nadia Minian
- INTREPID Lab, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada
- Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
| | - Vidya Sujaya
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
| | - Jodi Wolff
- INTREPID Lab, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Olivia Doggett
- Faculty of Information, University of Toronto, Toronto, ON, Canada
| | - Mathew Iantorno
- Faculty of Information, University of Toronto, Toronto, ON, Canada
| | - Matt Ratto
- Faculty of Information, University of Toronto, Toronto, ON, Canada
| | - Peter Selby
- INTREPID Lab, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Jonathan Rose
- The Edward S Rogers Sr Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada
- INTREPID Lab, Centre for Addiction and Mental Health, Toronto, ON, Canada
| |
Collapse
|
16
|
Karampatakis GD, Wood HE, Griffiths CJ, Lea NC, Ashcroft RE, Day B, Walker N, Coulson NS, De Simoni A. Ethical and Information Governance Considerations for Promoting Digital Social Interventions in Primary Care. J Med Internet Res 2023; 25:e44886. [PMID: 37756051 PMCID: PMC10568391 DOI: 10.2196/44886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 04/28/2023] [Accepted: 07/31/2023] [Indexed: 09/28/2023] Open
Abstract
Promoting online peer support beyond the informal sector to statutory health services requires ethical considerations and evidence-based knowledge about its impact on patients, health care professionals, and the wider health care system. Evidence on the effectiveness of digital interventions in primary care is sparse, and definitive guidance is lacking on the ethical concerns arising from the use of social media as a means for health-related interventions and research. Existing literature examining ethical issues with digital interventions in health care mainly focuses on apps, electronic health records, wearables, and telephone or video consultations, without necessarily covering digital social interventions, and does not always account for primary care settings specifically. Here we address the ethical and information governance aspects of undertaking research on the promotion of online peer support to patients by primary care clinicians, related to medical and public health ethics.
Collapse
Affiliation(s)
- Georgios Dimitrios Karampatakis
- Wolfson Institute of Population Health, Barts and The London School of Medicine and Dentistry, Asthma UK Centre for Applied Research, Queen Mary University of London, London, United Kingdom
| | - Helen E Wood
- Wolfson Institute of Population Health, Barts and The London School of Medicine and Dentistry, Asthma UK Centre for Applied Research, Queen Mary University of London, London, United Kingdom
| | - Chris J Griffiths
- Wolfson Institute of Population Health, Barts and The London School of Medicine and Dentistry, Asthma UK Centre for Applied Research, Queen Mary University of London, London, United Kingdom
| | - Nathan C Lea
- Department of Medical Informatics & Statistics, The European Institute for Innovation through Health Data, Ghent University Hospital, Ghent, Belgium
| | | | - Bill Day
- Wolfson Institute of Population Health, Barts and The London School of Medicine and Dentistry, Asthma UK Centre for Applied Research, Queen Mary University of London, London, United Kingdom
| | - Neil Walker
- Wolfson Institute of Population Health, Barts and The London School of Medicine and Dentistry, Asthma UK Centre for Applied Research, Queen Mary University of London, London, United Kingdom
| | - Neil S Coulson
- Medical School, Nottingham City Hospital, Nottingham, United Kingdom
| | - Anna De Simoni
- Wolfson Institute of Population Health, Barts and The London School of Medicine and Dentistry, Asthma UK Centre for Applied Research, Queen Mary University of London, London, United Kingdom
| |
Collapse
|
17
|
Dengsø KE, Lindholm ST, Herling SF, Pedersen M, Nørskov KH, Collet MO, Nielsen IH, Christiansen MG, Engedal MS, Moen HW, Piil K, Egerod I, Hørder M, Jarden M. Patient and public involvement in Nordic healthcare research: a scoping review of contemporary practice. RESEARCH INVOLVEMENT AND ENGAGEMENT 2023; 9:72. [PMID: 37649111 PMCID: PMC10466765 DOI: 10.1186/s40900-023-00490-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 08/21/2023] [Indexed: 09/01/2023]
Abstract
BACKGROUND Over the past decades, there has been a growing international interest in user involvement in healthcare research. However, evidence on the management and impact of patient and public involvement in Nordic healthcare research remains limited. OBJECTIVE The aim was to explore and delineate the current state, practice, and impact of patient and public involvement in healthcare research across different areas of healthcare and patient populations in the Nordic countries. METHODS We conducted a scoping review using nine scientific databases and gray literature from 1992-2023. Sources were categorized as empirical or non-empirical. We used the Guidance for Reporting Involvement of Patients and the Public Short Form 2 checklist for reporting of patient and public involvement in healthcare research and the Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews. RESULTS A total of 56 publications were included, consisting of 39 empirical and 17 non-empirical sources. Gray literature varied among countries and institutions encompassing different types of documents. We found an increase in the number of publications on patient and public involvement in Nordic healthcare research. This was evidenced by the growing number of references and institutional initiatives intended at involving the public, indicating the increasing emphasis on patient and public involvement in Nordic healthcare research. The terminology used to describe patient and public involvement varied over time. However, there has been a gradual narrowing down of terms as the concept of PPI has become more integrated into research practices, particularly with the involvement of funding agencies. CONCLUSION The utilization of patient and public involvement in Nordic healthcare research has substantially increased, proliferated, and gained widespread acceptance across diverse healthcare domains. The variety of approaches challenged our scoping review in terms of systematic description and impact. Patient and public involvement was applied in one or more research stages using different methodologies and terms. International agreement on terms and definitions is needed for reliable interpretation of the use of patient and public involvement in Nordic healthcare research.
Collapse
Affiliation(s)
- Kristine Elberg Dengsø
- Department of Surgical Gastroenterology, Copenhagen University Hospital, Rigshospitalet, Blegdamsvej 9, 2100, Copenhagen Ø, Denmark.
- Department of Clinical Medicine, University of Copenhagen, Copenhagen Ø, Denmark.
| | - Sofie Tscherning Lindholm
- Centre for Cancer and Organ Diseases, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
| | - Suzanne Forsyth Herling
- Department of Clinical Medicine, University of Copenhagen, Copenhagen Ø, Denmark
- Neuroscience Centre, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
| | - Maja Pedersen
- Department of Hematology, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
| | | | - Marie Oxenbøll Collet
- Department of Clinical Medicine, University of Copenhagen, Copenhagen Ø, Denmark
- Department of Intensive Care, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
| | - Iben Husted Nielsen
- Department of Hematology, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
| | | | - Mette Schaufuss Engedal
- Department of Hematology, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
| | - Helga Wallin Moen
- Centre of Diaconia and Professional Practice, VID Specialized University, Oslo, Norway
| | - Karin Piil
- Department of Oncology, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
- Department of Public Health, Aarhus University, Aarhus, Denmark
| | - Ingrid Egerod
- Department of Clinical Medicine, University of Copenhagen, Copenhagen Ø, Denmark
- Department of Intensive Care, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
| | - Mogens Hørder
- Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Mary Jarden
- Department of Clinical Medicine, University of Copenhagen, Copenhagen Ø, Denmark
- Department of Hematology, Centre for Cancer and Organ Diseases, Copenhagen University Hospital, Rigshospitalet, Copenhagen Ø, Denmark
| |
Collapse
|
18
|
Lu C, Hu B, Li Q, Bi C, Ju XD. Psychological Inoculation for Credibility Assessment, Sharing Intention, and Discernment of Misinformation: Systematic Review and Meta-Analysis. J Med Internet Res 2023; 25:e49255. [PMID: 37560816 PMCID: PMC10498317 DOI: 10.2196/49255] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 07/21/2023] [Accepted: 08/10/2023] [Indexed: 08/11/2023] Open
Abstract
BACKGROUND The prevalence of misinformation poses a substantial threat to individuals' daily lives, necessitating the deployment of effective remedial approaches. One promising strategy is psychological inoculation, which pre-emptively immunizes individuals against misinformation attacks. However, uncertainties remain regarding the extent to which psychological inoculation effectively enhances the capacity to differentiate between misinformation and real information. OBJECTIVE To reduce the potential risk of misinformation about digital health, this study aims to examine the effectiveness of psychological inoculation in countering misinformation with a focus on several factors, including misinformation credibility assessment, real information credibility assessment, credibility discernment, misinformation sharing intention, real information sharing intention, and sharing discernment. METHODS Following the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines, we conducted a meta-analysis by searching 4 databases (Web of Science, APA PsycINFO, Proquest, and PubMed) for empirical studies based on inoculation theory and outcome measure-related misinformation published in the English language. Moderator analyses were used to examine the differences in intervention strategy, intervention type, theme, measurement time, team, and intervention design. RESULTS Based on 42 independent studies with 42,530 subjects, we found that psychological inoculation effectively reduces misinformation credibility assessment (d=-0.36, 95% CI -0.50 to -0.23; P<.001) and improves real information credibility assessment (d=0.20, 95% CI 0.06-0.33; P=.005) and real information sharing intention (d=0.09, 95% CI 0.03-0.16; P=.003). However, psychological inoculation does not significantly influence misinformation sharing intention (d=-0.35, 95% CI -0.79 to 0.09; P=.12). Additionally, we find that psychological inoculation effectively enhances credibility discernment (d=0.20, 95% CI 0.13-0.28; P<.001) and sharing discernment (d=0.18, 95% CI 0.12-0.24; P<.001). Regarding health misinformation, psychological inoculation effectively decreases misinformation credibility assessment and misinformation sharing intention. The results of the moderator analyses showed that content-based, passive inoculation was more effective in increasing credibility and sharing intention. The theme of climate change demonstrates a stronger effect on real information credibility. Comparing intervention types showed that pre-post interventions are more effective for misinformation credibility assessment, while post-only interventions are better for credibility discernment. CONCLUSIONS This study indicated that psychological inoculation enhanced individuals' ability to discern real information from misinformation and share real information. Incorporating psychological inoculation to cultivate an informed public is crucial for societal resilience against misinformation threats in an age of information proliferation. As a scalable and cost-effective intervention strategy, institutions can apply psychological inoculation to mitigate potential misinformation crises.
Collapse
Affiliation(s)
- Chang Lu
- School of Psychology, Northeast Normal University, Changchun City, Jilin Province, China
- Jilin Provincial Key Laboratory of Cognitive Neuroscience and Brain Development, Changchun City, Jilin Province, China
| | - Bo Hu
- School of Psychology, Northeast Normal University, Changchun City, Jilin Province, China
| | - Qiang Li
- School of Psychology, Northeast Normal University, Changchun City, Jilin Province, China
| | - Chao Bi
- School of Psychology, Northeast Normal University, Changchun City, Jilin Province, China
- Jilin Provincial Key Laboratory of Cognitive Neuroscience and Brain Development, Changchun City, Jilin Province, China
| | - Xing-Da Ju
- School of Psychology, Northeast Normal University, Changchun City, Jilin Province, China
- Jilin Provincial Key Laboratory of Cognitive Neuroscience and Brain Development, Changchun City, Jilin Province, China
| |
Collapse
|
19
|
Calabrò RS, Bonanno M, Torregrossa W, Cacciante L, Celesti A, Rifici C, Tonin P, De Luca R, Quartarone A. Benefits of Telerehabilitation for Patients With Severe Acquired Brain Injury: Promising Results From a Multicenter Randomized Controlled Trial Using Nonimmersive Virtual Reality. J Med Internet Res 2023; 25:e45458. [PMID: 37490017 PMCID: PMC10477931 DOI: 10.2196/45458] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 04/26/2023] [Accepted: 06/09/2023] [Indexed: 07/26/2023] Open
Abstract
BACKGROUND In neurorehabilitation, the use of innovative technologies offers many opportunities to monitor and improve the health status of patients with severe acquired brain injury (SABI). Telerehabilitation allows for continuity of service through the entire rehabilitation cycle, including assessment, intervention, consultation, and education, affording early reintegration and positively enhancing the quality of life (QoL). OBJECTIVE The main purpose of this multicenter randomized controlled trial was to test the effectiveness of advanced training provided using a nonimmersive virtual reality rehabilitation system (ie, the VRRS HomeKit device) in improving functional outcomes in patients with SABI. METHODS In total, 40 patients with SABI and their 40 caregivers visiting 2 Italian rehabilitation centers were enrolled in the study protocol and randomized into 2 groups. Of the 40 patients, 20 (50%) underwent the experimental training using the VRRS HomeKit (teleneuro-VRRS group), whereas the other 20 (50%) were administered usual territorial rehabilitative treatments (UTRTs; control group). To investigate motor and neuropsychological functioning, patients with SABI were evaluated before (T0) and at the end of (T1) each training session by a multispecialist team through a complete clinical and psychometric battery: the Barthel Index (BI), the Tinetti Scale (TS), the Modified Ashworth Scale (MAS), the Montreal Cognitive Assessment (MoCa), the Frontal Assessment Battery (FAB), the Beck Depression Inventory II (BDI-II), the Short Form Health Survey 36 (SF-36), and the Psychological General Well-Being Index (PGWBI). In addition, the Caregiver Burden Inventory (CBI) was administered to each caregiver to investigate the emotional burden status. RESULTS The teleneuro-VRRS group achieved a statistically significant improvement in both general and motor outcomes, as well as psychological well-being and QoL, compared to the control group. In particular, the BI (P<.001), FAB (P<.001), and BDI-II (P<.001) were the outcome scales with the best improvement. The burden of caregivers also significantly improved in the teleneuro-VRRS group (CBI; P<.004). Between-group analysis showed statistical differences in the anxiety (effect size [ES]=0.85, P<.02) and self-control (ES=0.40, P<.03) subtests of the PGWBI and in the social role functioning (ES=0.85, P<.02) subtest of the SF-36, confirmed by quite medium and large ESs. CONCLUSIONS Our results suggest that the VRRS is a suitable alternative tool or complementary tool or both to improve motor (level of functional independence) and cognitive (frontal/executive abilities) outcomes, reducing behavioral alterations (anxiety and depression symptoms) in patients with SABI, with a beneficial impact also on the caregivers' burden distress management, mitigating distress and promoting positive aspects of caring. TRIAL REGISTRATION ClinicalTrials.gov NCT03709875; https://classic.clinicaltrials.gov/ct2/show/NCT03709875.
Collapse
Affiliation(s)
- Rocco Salvatore Calabrò
- Istituto di Ricovero e Cura a Carattere Scientifico Centro Neurolesi Bonino Pulejo, Messina, Italy
| | - Mirjam Bonanno
- Istituto di Ricovero e Cura a Carattere Scientifico Centro Neurolesi Bonino Pulejo, Messina, Italy
| | - William Torregrossa
- Istituto di Ricovero e Cura a Carattere Scientifico Centro Neurolesi Bonino Pulejo, Messina, Italy
| | - Luisa Cacciante
- Laboratory of Healthcare Innovation Technology, Istituto di Ricovero e Cura a Carattere Scientifico San Camillo Hospital, Venezia, Italy
| | - Antonio Celesti
- Department of Mathematics, Computer Science, Physics and Earth Science, University of Messina, Messina, Italy
| | - Carmela Rifici
- Istituto di Ricovero e Cura a Carattere Scientifico Centro Neurolesi Bonino Pulejo, Messina, Italy
| | | | - Rosaria De Luca
- Istituto di Ricovero e Cura a Carattere Scientifico Centro Neurolesi Bonino Pulejo, Messina, Italy
| | - Angelo Quartarone
- Istituto di Ricovero e Cura a Carattere Scientifico Centro Neurolesi Bonino Pulejo, Messina, Italy
| |
Collapse
|
20
|
White BK, Gombert A, Nguyen T, Yau B, Ishizumi A, Kirchner L, León A, Wilson H, Jaramillo-Gutierrez G, Cerquides J, D'Agostino M, Salvi C, Sreenath RS, Rambaud K, Samhouri D, Briand S, Purnat TD. Using Machine Learning Technology (Early Artificial Intelligence-Supported Response With Social Listening Platform) to Enhance Digital Social Understanding for the COVID-19 Infodemic: Development and Implementation Study. JMIR INFODEMIOLOGY 2023; 3:e47317. [PMID: 37422854 PMCID: PMC10477919 DOI: 10.2196/47317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 06/22/2023] [Accepted: 06/26/2023] [Indexed: 07/11/2023]
Abstract
BACKGROUND Amid the COVID-19 pandemic, there has been a need for rapid social understanding to inform infodemic management and response. Although social media analysis platforms have traditionally been designed for commercial brands for marketing and sales purposes, they have been underused and adapted for a comprehensive understanding of social dynamics in areas such as public health. Traditional systems have challenges for public health use, and new tools and innovative methods are required. The World Health Organization Early Artificial Intelligence-Supported Response with Social Listening (EARS) platform was developed to overcome some of these challenges. OBJECTIVE This paper describes the development of the EARS platform, including data sourcing, development, and validation of a machine learning categorization approach, as well as the results from the pilot study. METHODS Data for EARS are collected daily from web-based conversations in publicly available sources in 9 languages. Public health and social media experts developed a taxonomy to categorize COVID-19 narratives into 5 relevant main categories and 41 subcategories. We developed a semisupervised machine learning algorithm to categorize social media posts into categories and various filters. To validate the results obtained by the machine learning-based approach, we compared it to a search-filter approach, applying Boolean queries with the same amount of information and measured the recall and precision. Hotelling T2 was used to determine the effect of the classification method on the combined variables. RESULTS The EARS platform was developed, validated, and applied to characterize conversations regarding COVID-19 since December 2020. A total of 215,469,045 social posts were collected for processing from December 2020 to February 2022. The machine learning algorithm outperformed the Boolean search filters method for precision and recall in both English and Spanish languages (P<.001). Demographic and other filters provided useful insights on data, and the gender split of users in the platform was largely consistent with population-level data on social media use. CONCLUSIONS The EARS platform was developed to address the changing needs of public health analysts during the COVID-19 pandemic. The application of public health taxonomy and artificial intelligence technology to a user-friendly social listening platform, accessible directly by analysts, is a significant step in better enabling understanding of global narratives. The platform was designed for scalability; iterations and new countries and languages have been added. This research has shown that a machine learning approach is more accurate than using only keywords and has the benefit of categorizing and understanding large amounts of digital social data during an infodemic. Further technical developments are needed and planned for continuous improvements, to meet the challenges in the generation of infodemic insights from social media for infodemic managers and public health professionals.
Collapse
Affiliation(s)
- Becky K White
- Department of Epidemic and Pandemic Preparedness and Prevention, World Health Organization, Geneva, Switzerland
| | | | - Tim Nguyen
- Department of Epidemic and Pandemic Preparedness and Prevention, World Health Organization, Geneva, Switzerland
| | - Brian Yau
- Department of Epidemic and Pandemic Preparedness and Prevention, World Health Organization, Geneva, Switzerland
| | - Atsuyoshi Ishizumi
- Department of Epidemic and Pandemic Preparedness and Prevention, World Health Organization, Geneva, Switzerland
| | | | | | | | | | - Jesus Cerquides
- Artificial Intelligence Research Institute, Spanish Council for Scientific Research, Cerdanyola, Spain
| | - Marcelo D'Agostino
- Information Systems for Health, Evidence and Intelligence for Action in Health, Pan American Health Organization and World Health Organization Regional Office for the Americas, Washington DC, DC, United States
| | - Cristiana Salvi
- Risk Communication and Community Engagement Unit, Health Emergencies Division, World Health Organization Regional Office for Europe, Copenhagen, Denmark
| | - Ravi Shankar Sreenath
- Risk Communication and Community Engagement Unit, Health Emergencies Division, World Health Organization Regional Office for Europe, Copenhagen, Denmark
| | - Kimberly Rambaud
- Risk Communication and Community Engagement Unit, Health Emergencies Division, World Health Organization Regional Office for Europe, Copenhagen, Denmark
| | - Dalia Samhouri
- Country Health Emergency Preparedness and International Health Regulations (2005), World Health Organization Regional Office for Eastern Mediterranean, Cairo, Egypt
| | - Sylvie Briand
- Department of Epidemic and Pandemic Preparedness and Prevention, World Health Organization, Geneva, Switzerland
| | - Tina D Purnat
- Department of Epidemic and Pandemic Preparedness and Prevention, World Health Organization, Geneva, Switzerland
| |
Collapse
|
21
|
Rubel J, Quest J, Pruessner L, Timm C, Hartmann S, Barnow S, Rittmeyer L, Rosenbaum D, Lalk C. Evaluation of a Web-Based Self-Help Intervention for Patients With Generalized Anxiety Disorder: Protocol for a Randomized Controlled Trial. JMIR Res Protoc 2023; 12:e41440. [PMID: 37494105 PMCID: PMC10413245 DOI: 10.2196/41440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 06/01/2023] [Accepted: 06/19/2023] [Indexed: 07/27/2023] Open
Abstract
BACKGROUND Generalized anxiety disorder (GAD) is a highly prevalent and severely distressing condition that can lead to functional impairments and is considered one of the most difficult anxiety disorders to treat. Following new technological developments, a highly structured cognitive behavioral therapy (CBT) approach that has already shown success in face-to-face psychotherapy can be implemented: internet-delivered CBT (iCBT). There is now evidence for the efficacy of both guided and unguided iCBT interventions for GAD regarding symptom reduction. OBJECTIVE To establish the usefulness of such interventions, we plan to evaluate the efficacy of a web-based self-help program (Selfapy) for GAD in a relatively large sample. We aim to assess effects beyond symptom reduction, including effects on well-being, functioning, and mental health literacy, as well as the effect on health care burden, while testing the intervention in conditions comparable to routine care. METHODS Patients (n=156) who have been diagnosed with GAD, are aged between 18 and 65 years, have internet access, and have sufficient German language skills will be recruited for this study. The intervention group (n=78) will receive access to the 12-week self-help web-based program Selfapy. The waitlist control group (n=78) will receive no intervention in the context of the study. However, both groups will be allowed to access further health care services (eg, psychotherapy, medication), reflecting current routine care in Germany. Outcome measures will be assessed at baseline (T1) and 6 weeks (T2) and 12 weeks (T3) after the start of the intervention. The primary outcome will be generalized anxiety symptoms and quality of life at T3. Additional outcomes include depression, work capacity, therapy-related expenses and burdens, health literacy, and negative effects. RESULTS By May 2023, all participants had finished the trial and the report was being prepared for publication. CONCLUSIONS Web-based interventions may be an important addition to the German health care system to reduce barriers to treatment access. Further, they may prove cost-effective for the treatment of GAD. TRIAL REGISTRATION Deutsches Register Klinischer Studien DRKS00023799; https://tinyurl.com/22bds38x. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/41440.
Collapse
Affiliation(s)
- Julian Rubel
- Faculty of Psychology and Sport Science, Justus-Liebig-University Giessen, Gießen, Germany
| | - Jannis Quest
- Faculty of Psychology and Sport Science, Justus-Liebig-University Giessen, Gießen, Germany
| | - Luise Pruessner
- Faculty of Behavioral and Empirical Cultural Studies, Heidelberg University, Heidelberg, Germany
| | - Christina Timm
- Faculty of Behavioral and Empirical Cultural Studies, Heidelberg University, Heidelberg, Germany
| | - Steffen Hartmann
- Faculty of Behavioral and Empirical Cultural Studies, Heidelberg University, Heidelberg, Germany
| | - Sven Barnow
- Faculty of Behavioral and Empirical Cultural Studies, Heidelberg University, Heidelberg, Germany
| | - Lisa Rittmeyer
- Faculty of Psychology and Sport Science, Justus-Liebig-University Giessen, Gießen, Germany
| | - David Rosenbaum
- Clinic and Polyclinic for Psychiatry and Psychotherapy, University Hospital Tuebingen, Tuebingen, Germany
| | - Christopher Lalk
- Faculty of Psychology and Sport Science, Justus-Liebig-University Giessen, Gießen, Germany
| |
Collapse
|
22
|
O'Connor A, Tai A, Brinn M, Hoang ANTH, Cataldi D, Carson-Chahhoud K. Co-design of an Augmented Reality Asthma Inhaler Educational Intervention for Children: Development and Usability Study. JMIR Pediatr Parent 2023; 6:e40219. [PMID: 37490325 PMCID: PMC10410536 DOI: 10.2196/40219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Revised: 12/22/2022] [Accepted: 04/15/2023] [Indexed: 07/26/2023] Open
Abstract
BACKGROUND Smartphone and tablet apps that deliver health care education have been identified as effective in improving patient knowledge and treatment adherence in asthma populations. Despite asthma being the most common chronic disease in pediatrics, there are few apps that are targeted specifically for children. Only half of children with asthma have acceptable control of their symptoms, and 40%-98% do not use their inhalers correctly. With children being increasingly connected to technology, there is an opportunity to improve asthma inhaler technique education by delivery via smartphone or tablet apps. Augmented reality (AR) technology was used in this study to capitalize on growing technological innovations. Digital health interventions that use a co-design process for development have the highest likelihood of successful uptake and effectiveness on their intended outcomes. Perceived usability also has been shown to improve the effectiveness of education as well as the acceptance of the intervention. OBJECTIVE The aims of this study were to describe the co-design process, development, and design outcomes of a smartphone or tablet app that incorporates AR technology to deliver asthma inhaler technique education to children with asthma. This study also aimed to provide a usability evaluation, using the System Usability Scale to inform our work and future research, and recommendations for others performing similar work. METHODS The development of the AR asthma inhaler technique education app was based on an iterative co-design process with likely end users (children with asthma, their caregivers, and health care professionals). This involved multiple stages: recruitment of end users for qualitative interviews and usability testing with a previously designed educational intervention, which used an AR-embedded smartphone or tablet app; ideation of content for a specific asthma inhaler technique education intervention with end users; development of the specific asthma inhaler intervention; and 2 further rounds of interviews and usability testing with the redesign of the initial prototype. RESULTS We included 16 participants aged 9-45 years. Using the co-design process, the AR asthma inhaler technique education app was designed, incorporating the preferences of end users. After iteration 1, animation was included based on the feedback provided. Iteration 2 feedback resulted in increased AR experiences and the removal of the requirement of a paper-based resource to trigger AR in the third iteration. Throughout all rounds, the ease of use of the app and the novel nature of the intervention were frequently described. The usability of the intervention overall was perceived to be excellent, and the mean System Usability Scale score of the intervention was found to be highest in the final round of evaluation (90.14). CONCLUSIONS The results from this co-design process and usability evaluation will be used to develop a final AR asthma inhaler technique educational intervention, which will be evaluated in the clinical setting. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1177/16094069211042229.
Collapse
Affiliation(s)
- Antonia O'Connor
- Respiratory and Sleep Department, Women's and Children's Hospital, Adelaide, Australia
- School of Medicine, The University of Adelaide, Adelaide, Australia
| | - Andrew Tai
- Respiratory and Sleep Department, Women's and Children's Hospital, Adelaide, Australia
- School of Medicine, The University of Adelaide, Adelaide, Australia
- Robinson Research Institute, The University of Adelaide, Adelaide, Australia
| | - Malcolm Brinn
- Translational Medicine and Technology Research Group, University of South Australia, Adelaide, Australia
- Australian Centre for Precision Health, South Australian Health and Medical Research Institute, Adelaide, Australia
| | | | - Daniele Cataldi
- Paediatric Medicine, The Women's and Children's Hospital, Adelaide, Australia
| | - Kristin Carson-Chahhoud
- School of Medicine, The University of Adelaide, Adelaide, Australia
- Translational Medicine and Technology Research Group, University of South Australia, Adelaide, Australia
- Australian Centre for Precision Health, South Australian Health and Medical Research Institute, Adelaide, Australia
| |
Collapse
|
23
|
Hasan MM, Rafferty MR, Tawfik S, Tawfik A, Beestrum M, Smith JD, Hirschhorn LR, Roth EJ, Woods DM. Implementation of Home-Based Telerehabilitation of Patients With Stroke in the United States: Protocol for a Realist Review. JMIR Res Protoc 2023; 12:e47009. [PMID: 37432721 PMCID: PMC10369311 DOI: 10.2196/47009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Revised: 06/06/2023] [Accepted: 06/07/2023] [Indexed: 07/12/2023] Open
Abstract
BACKGROUND Stroke is a common cause of mortality and morbidity. Insufficient and untimely rehabilitation has been associated with inadequate recovery. Telerehabilitation provides an opportunity for timely and accessible services for individuals with stroke, especially in remote areas. Telerehabilitation is defined as a health care team's use of a communication mode (eg, videoconferencing) to remotely provide rehabilitation services. Telerehabilitation is as effective as facility-based rehabilitation; however, it is infrequently used due to implementation barriers. OBJECTIVE The aim of the study is to explore the interaction between the implementation strategies, context, and outcomes of telerehabilitation of patients with stroke. METHODS This review will follow four steps: (1) defining the review scope, (2) literature search and quality appraisal, (3) data extraction and evidence synthesis, and (4) narrative development. PubMed via MEDLINE, the PEDro database, and CINAHL will be queried till June 2023 and supplemented with citation tracking and a gray literature search. The relevance and rigor of papers will be appraised using the TAPUPAS (Transparency, Accuracy, Purposivity, Utility, Propriety, Accessibility, and Specificity) and Weight of Evidence frameworks. The reviewers will extract and synthesize data iteratively and develop explanatory links between contexts, mechanisms, and outcomes. The results will be reported according to the Realist Synthesis publication standards set by Wong and colleagues in 2013. RESULTS The literature search and screening will be completed in July 2023. Data extraction and analysis will be completed in August 2023, and findings will be synthesized and reported in October 2023. CONCLUSIONS This will be the first realist synthesis, uncovering the causal mechanisms to explain how, why, and to what extent implementation strategies impact telerehabilitation adoption and implementation. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) PRR1-10.2196/47009.
Collapse
Affiliation(s)
- Mohamed Mosaad Hasan
- Center for Healthcare Studies, Institute of Public Health and Medicine, Feniberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Miriam R Rafferty
- Shirley Ryan AbilityLab, Chicago, IL, United States
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Sara Tawfik
- Stritch School of Medicine, Loyola University Chicago, Maywood, IL, United States
| | - Ahmed Tawfik
- The Kentucky College of Osteopathic Medicine, University of Pikeville, Pikeville, KY, United States
| | - Molly Beestrum
- Galter Health Sciences Library & Learning Center, Northwestern University, Chicago, IL, United States
| | - Justin D Smith
- Department of Population Health Sciences, Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Lisa R Hirschhorn
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
- Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Elliot J Roth
- Shirley Ryan AbilityLab, Chicago, IL, United States
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Donna M Woods
- Department of Pediatrics, Feinberg School of Medicine, Chicago, IL, United States
| |
Collapse
|
24
|
Potts C, Lindström F, Bond R, Mulvenna M, Booth F, Ennis E, Parding K, Kostenius C, Broderick T, Boyd K, Vartiainen AK, Nieminen H, Burns C, Bickerdike A, Kuosmanen L, Dhanapala I, Vakaloudis A, Cahill B, MacInnes M, Malcolm M, O'Neill S. A Multilingual Digital Mental Health and Well-Being Chatbot (ChatPal): Pre-Post Multicenter Intervention Study. J Med Internet Res 2023; 25:e43051. [PMID: 37410537 PMCID: PMC10359914 DOI: 10.2196/43051] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 11/30/2022] [Accepted: 01/31/2023] [Indexed: 02/03/2023] Open
Abstract
BACKGROUND In recent years, advances in technology have led to an influx of mental health apps, in particular the development of mental health and well-being chatbots, which have already shown promise in terms of their efficacy, availability, and accessibility. The ChatPal chatbot was developed to promote positive mental well-being among citizens living in rural areas. ChatPal is a multilingual chatbot, available in English, Scottish Gaelic, Swedish, and Finnish, containing psychoeducational content and exercises such as mindfulness and breathing, mood logging, gratitude, and thought diaries. OBJECTIVE The primary objective of this study is to evaluate a multilingual mental health and well-being chatbot (ChatPal) to establish if it has an effect on mental well-being. Secondary objectives include investigating the characteristics of individuals that showed improvements in well-being along with those with worsening well-being and applying thematic analysis to user feedback. METHODS A pre-post intervention study was conducted where participants were recruited to use the intervention (ChatPal) for a 12-week period. Recruitment took place across 5 regions: Northern Ireland, Scotland, the Republic of Ireland, Sweden, and Finland. Outcome measures included the Short Warwick-Edinburgh Mental Well-Being Scale, the World Health Organization-Five Well-Being Index, and the Satisfaction with Life Scale, which were evaluated at baseline, midpoint, and end point. Written feedback was collected from participants and subjected to qualitative analysis to identify themes. RESULTS A total of 348 people were recruited to the study (n=254, 73% female; n=94, 27% male) aged between 18 and 73 (mean 30) years. The well-being scores of participants improved from baseline to midpoint and from baseline to end point; however, improvement in scores was not statistically significant on the Short Warwick-Edinburgh Mental Well-Being Scale (P=.42), the World Health Organization-Five Well-Being Index (P=.52), or the Satisfaction With Life Scale (P=.81). Individuals that had improved well-being scores (n=16) interacted more with the chatbot and were significantly younger compared to those whose well-being declined over the study (P=.03). Three themes were identified from user feedback, including "positive experiences," "mixed or neutral experiences," and "negative experiences." Positive experiences included enjoying exercises provided by the chatbot, while most of the mixed, neutral, or negative experiences mentioned liking the chatbot overall, but there were some barriers, such as technical or performance errors, that needed to be overcome. CONCLUSIONS Marginal improvements in mental well-being were seen in those who used ChatPal, albeit nonsignificant. We propose that the chatbot could be used along with other service offerings to complement different digital or face-to-face services, although further research should be carried out to confirm the effectiveness of this approach. Nonetheless, this paper highlights the need for blended service offerings in mental health care.
Collapse
Affiliation(s)
- Courtney Potts
- School of Psychology, Ulster University, Coleraine, United Kingdom
| | - Frida Lindström
- Department of Social Sciences,Technology and Arts, Luleå University of Technology, Luleå, Sweden
| | - Raymond Bond
- School of Computing, Ulster University, Belfast, United Kingdom
| | | | - Frederick Booth
- Department of Accounting, Finance & Economics, Ulster University, Belfast, United Kingdom
| | - Edel Ennis
- School of Psychology, Ulster University, Coleraine, United Kingdom
| | - Karolina Parding
- Department of Social Sciences,Technology and Arts, Luleå University of Technology, Luleå, Sweden
| | - Catrine Kostenius
- Department of Health, Education and Technology, Luleå University of Technology, Luleå, Sweden
| | - Thomas Broderick
- Department of Sport, Leisure & Childhood Studies, Munster Technological University, Cork, Ireland
| | - Kyle Boyd
- School of Art, Ulster University, Belfast, United Kingdom
| | - Anna-Kaisa Vartiainen
- Department of Social and Health Management, University of Eastern Finland, Kuopio, Finland
| | - Heidi Nieminen
- Department of Nursing Science, University of Eastern Finland, Kuopio, Finland
| | - Con Burns
- Department of Sport, Leisure & Childhood Studies, Munster Technological University, Cork, Ireland
| | - Andrea Bickerdike
- Department of Sport, Leisure & Childhood Studies, Munster Technological University, Cork, Ireland
| | - Lauri Kuosmanen
- Department of Nursing Science, University of Eastern Finland, Kuopio, Finland
| | - Indika Dhanapala
- Nimbus Research Centre, Munster Technological University, Cork, Ireland
| | - Alex Vakaloudis
- Nimbus Research Centre, Munster Technological University, Cork, Ireland
| | - Brian Cahill
- Nimbus Research Centre, Munster Technological University, Cork, Ireland
| | - Marion MacInnes
- Research & Innovation, National Health Service Western Isles, Scotland, United Kingdom
| | - Martin Malcolm
- Public Health Intelligence and Information Services, National Health Service Western Isles, Scotland, United Kingdom
| | - Siobhan O'Neill
- School of Psychology, Ulster University, Coleraine, United Kingdom
| |
Collapse
|
25
|
Lee HY, Xiong S, Sur A, Khang T, Vue B, Culhane-Pera KA, Pergament S, Torres MB, Koopmeiners JS, Desai J. Evaluating Human Papillomavirus eHealth in Hmong Adolescents to Promote Vaccinations: Pilot Feasibility Study. JMIR Form Res 2023; 7:e38388. [PMID: 37338961 PMCID: PMC10337404 DOI: 10.2196/38388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Revised: 12/13/2022] [Accepted: 12/13/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Human papillomavirus (HPV) is a common sexually transmitted infection, causing multiple cancers, including cervical, penile, and anal. Infection and subsequent health risks caused by HPV can be diminished by HPV vaccination. Unfortunately, vaccination rates among Hmong Americans are substantially lower than those among other racial and ethnic groups, despite having higher cervical cancer rates than non-Hispanic White women. Such disparities and sparse literature highlight the need for innovative and culturally appropriate educational interventions to improve HPV vaccine rates in Hmong Americans. OBJECTIVE We aimed to develop and evaluate the effectiveness and usability of an innovative web-based eHealth educational website, the Hmong Promoting Vaccines website (HmongHPV website), for Hmong-American parents and adolescents to improve their knowledge, self-efficacy, and decision-making capacities to obtain HPV vaccinations. METHODS Through social cognitive theory and community-based participatory action research process, we created a theory-driven and culturally and linguistically appropriate website for Hmong parents and adolescents. We conducted a pre-post intervention pilot study to assess the website's effectiveness and usability. Overall, 30 Hmong-American parent and adolescent dyads responded to questions about HPV and HPV vaccine knowledge, self-efficacy, and decision-making at preintervention, 1 week after intervention, and at the 5-week follow-up. Participants responded to survey questions about website content and processes at 1 and 5 weeks, and a subset of 20 dyad participants participated in telephone interviews 6 weeks later. We used paired t tests (2-tailed) to measure the change in knowledge, self-efficacy, and decision-making processes, and used template analysis to identify a priori themes for website usability. RESULTS Participants' HPV and HPV vaccine knowledge improved significantly from pre- to postintervention stage and follow-up. Knowledge scores increased from preintervention to 1 week after intervention for both parents (HPV knowledge, P=.01; vaccine knowledge, P=.01) and children (HPV knowledge, P=.01; vaccine knowledge, P<.001), which were sustained at the 5-week follow-up. Parents' average self-efficacy score increased from 21.6 at baseline to 23.9 (P=.007) at post intervention and 23.5 (P=.054) at follow-up. Similar improvements were observed in the teenagers' self-efficacy scores (from 30.3 at baseline to 35.6, P=.009, at post intervention and 35.9, P=.006, at follow-up). Collaborative decision-making between parents and adolescents improved immediately after using the website (P=.002) and at follow-up (P=.02). The interview data also revealed that the website's content was informative and engaging; in particular, participants enjoyed the web-based quizzes and vaccine reminders. CONCLUSIONS This theory-driven, community-based participatory action research-designed and culturally and linguistically appropriate educational website was well received. It improved Hmong parents' and adolescents' knowledge, self-efficacy, and decision-making processes regarding HPV vaccination. Future studies should examine the website's impact on HPV vaccine uptake and its potential for broader use across various settings (eg, clinics and schools).
Collapse
Affiliation(s)
- Hee Yun Lee
- School of Social Work, The University of Alabama, Tuscaloosa, AL, United States
| | - Serena Xiong
- School of Medicine, Washington University in St Louis, St Louis, MO, United States
| | - Aparajita Sur
- School of Public Health, University of Minnesota, Twin Cities, MN, United States
| | - Tounhia Khang
- SoLaHmo Partnership for Health & Wellness, Community University Health Care Center, Minneapolis, MN, United States
| | - Bai Vue
- SoLaHmo Partnership for Health & Wellness, Community University Health Care Center, Minneapolis, MN, United States
| | - Kathleen A Culhane-Pera
- SoLaHmo Partnership for Health & Wellness, Community University Health Care Center, Minneapolis, MN, United States
| | - Shannon Pergament
- SoLaHmo Partnership for Health & Wellness, Community University Health Care Center, Minneapolis, MN, United States
| | - M Beatriz Torres
- Department of Public Health, Mercyhurst University, Erie, PA, United States
| | - Joseph S Koopmeiners
- School of Public Health, University of Minnesota, Twin Cities, MN, United States
| | - Jay Desai
- Minnesota Department of Health, Saint Paul, MN, United States
| |
Collapse
|
26
|
Rouleau G, Thiruganasambandamoorthy V, Wu K, Ghaedi B, Nguyen PA, Desveaux L. Developing Implementation Strategies to Support the Uptake of a Risk Tool to Aid Physicians in the Clinical Management of Patients With Syncope: Systematic Theoretical and User-Centered Design Approach. JMIR Hum Factors 2023; 10:e44089. [PMID: 37310783 DOI: 10.2196/44089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 04/14/2023] [Accepted: 04/15/2023] [Indexed: 06/14/2023] Open
Abstract
BACKGROUND The Canadian Syncope Risk Score (CSRS) was developed to improve syncope management in emergency department settings. Evidence-based tools often fail to have the intended impact because of suboptimal uptake or poor implementation. OBJECTIVE In this paper, we aimed to describe the process of developing evidence-based implementation strategies to support the deployment and use of the CSRS in real-world emergency department settings to improve syncope management among physicians. METHODS We followed a systematic approach for intervention development, including identifying who needs to do what differently, identifying the barriers and enablers to be addressed, and identifying the intervention components and modes of delivery to overcome the identified barriers. We used the Behaviour Change Wheel to guide the selection of implementation strategies. We engaged CSRS end users (ie, emergency medicine physicians) in a user-centered design approach to generate and refine strategies. This was achieved over a series of 3 qualitative user-centered design workshops lasting 90 minutes each with 3 groups of emergency medicine physicians. RESULTS A total of 14 physicians participated in the workshops. The themes were organized according to the following intervention development steps: theme 1-identifying and refining barriers and theme 2-identifying the intervention components and modes of delivery. Theme 2 was subdivided into two subthemes: (1) generating high-level strategies and developing strategies prototypes and (2) refining and testing strategies. The main strategies identified to overcome barriers included education in the format of meetings, videos, journal clubs, and posters (to address uncertainty around when and how to apply the CSRS); the development of a web-based calculator and integration into the electronic medical record (to address uncertainty in how to apply the CSRS); a local champion (to address the lack of team buy-in); and the dissemination of evidence summaries and feedback through email communications (to address a lack of evidence about impact). CONCLUSIONS The ability of the CSRS to effectively improve patient safety and syncope management relies on broad buy-in and uptake across physicians. To ensure that the CSRS is well positioned for impact, a comprehensive suite of strategies was identified to address known barriers.
Collapse
Affiliation(s)
- Geneviève Rouleau
- Institute for Health System Solutions and Virtual Care, Women's College Hospital, Toronto, ON, Canada
- Nursing Department, Université du Québec en Outaouais, Saint-Jérôme, QC, Canada
| | - Venkatesh Thiruganasambandamoorthy
- Department of Emergency Medicine, University of Ottawa, Ottawa, ON, Canada
- Ottawa Hospital Research Institute, Ottawa Hospital, Ottawa, ON, Canada
| | - Kelly Wu
- Institute for Health System Solutions and Virtual Care, Women's College Hospital, Toronto, ON, Canada
| | - Bahareh Ghaedi
- Ottawa Hospital Research Institute, Ottawa Hospital, Ottawa, ON, Canada
| | - Phuong Anh Nguyen
- Ottawa Hospital Research Institute, Ottawa Hospital, Ottawa, ON, Canada
| | - Laura Desveaux
- Institute for Better Health, Trillium Health Partners, Mississauga, ON, Canada
- Women's College Research Institute, Women's College Hospital, Toronto, ON, Canada
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| |
Collapse
|
27
|
Hernandez R, Hoogendoorn C, Gonzalez JS, Jin H, Pyatak EA, Spruijt-Metz D, Junghaenel DU, Lee PJ, Schneider S. Reliability and Validity of Noncognitive Ecological Momentary Assessment Survey Response Times as an Indicator of Cognitive Processing Speed in People's Natural Environment: Intensive Longitudinal Study. JMIR Mhealth Uhealth 2023; 11:e45203. [PMID: 37252787 PMCID: PMC10265432 DOI: 10.2196/45203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 03/14/2023] [Accepted: 04/27/2023] [Indexed: 06/01/2023] Open
Abstract
BACKGROUND Various populations with chronic conditions are at risk for decreased cognitive performance, making assessment of their cognition important. Formal mobile cognitive assessments measure cognitive performance with greater ecological validity than traditional laboratory-based testing but add to participant task demands. Given that responding to a survey is considered a cognitively demanding task itself, information that is passively collected as a by-product of ecological momentary assessment (EMA) may be a means through which people's cognitive performance in their natural environment can be estimated when formal ambulatory cognitive assessment is not feasible. We specifically examined whether the item response times (RTs) to EMA questions (eg, mood) can serve as approximations of cognitive processing speed. OBJECTIVE This study aims to investigate whether the RTs from noncognitive EMA surveys can serve as approximate indicators of between-person (BP) differences and momentary within-person (WP) variability in cognitive processing speed. METHODS Data from a 2-week EMA study investigating the relationships among glucose, emotion, and functioning in adults with type 1 diabetes were analyzed. Validated mobile cognitive tests assessing processing speed (Symbol Search task) and sustained attention (Go-No Go task) were administered together with noncognitive EMA surveys 5 to 6 times per day via smartphones. Multilevel modeling was used to examine the reliability of EMA RTs, their convergent validity with the Symbol Search task, and their divergent validity with the Go-No Go task. Other tests of the validity of EMA RTs included the examination of their associations with age, depression, fatigue, and the time of day. RESULTS Overall, in BP analyses, evidence was found supporting the reliability and convergent validity of EMA question RTs from even a single repeatedly administered EMA item as a measure of average processing speed. BP correlations between the Symbol Search task and EMA RTs ranged from 0.43 to 0.58 (P<.001). EMA RTs had significant BP associations with age (P<.001), as expected, but not with depression (P=.20) or average fatigue (P=.18). In WP analyses, the RTs to 16 slider items and all 22 EMA items (including the 16 slider items) had acceptable (>0.70) WP reliability. After correcting for unreliability in multilevel models, EMA RTs from most combinations of items showed moderate WP correlations with the Symbol Search task (ranged from 0.29 to 0.58; P<.001) and demonstrated theoretically expected relationships with momentary fatigue and the time of day. The associations between EMA RTs and the Symbol Search task were greater than those between EMA RTs and the Go-No Go task at both the BP and WP levels, providing evidence of divergent validity. CONCLUSIONS Assessing the RTs to EMA items (eg, mood) may be a method of approximating people's average levels of and momentary fluctuations in processing speed without adding tasks beyond the survey questions.
Collapse
Affiliation(s)
- Raymond Hernandez
- Center of Economic and Social Research, University of Southern California, Los Angeles, CA, United States
| | - Claire Hoogendoorn
- Ferkauf Graduate School of Psychology, Yeshiva University, Bronx, NY, United States
- Fleischer Institute for Diabetes and Metabolism, Division of Endocrinology, Department of Medicine, Albert Einstein College of Medicine, Bronx, NY, United States
| | - Jeffrey S Gonzalez
- Ferkauf Graduate School of Psychology, Yeshiva University, Bronx, NY, United States
- Fleischer Institute for Diabetes and Metabolism, Division of Endocrinology, Department of Medicine, Albert Einstein College of Medicine, Bronx, NY, United States
| | - Haomiao Jin
- Center of Economic and Social Research, University of Southern California, Los Angeles, CA, United States
- School of Health Sciences, Faculty of Health and Medical Sciences, University of Surrey, Guildford, United Kingdom
| | - Elizabeth A Pyatak
- Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, United States
| | - Donna Spruijt-Metz
- Center of Economic and Social Research, University of Southern California, Los Angeles, CA, United States
- Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- Department of Psychology, University of Southern California, Los Angeles, CA, United States
| | - Doerte U Junghaenel
- Center of Economic and Social Research, University of Southern California, Los Angeles, CA, United States
- Department of Psychology, University of Southern California, Los Angeles, CA, United States
| | - Pey-Jiuan Lee
- Center of Economic and Social Research, University of Southern California, Los Angeles, CA, United States
| | - Stefan Schneider
- Center of Economic and Social Research, University of Southern California, Los Angeles, CA, United States
- Department of Psychology, University of Southern California, Los Angeles, CA, United States
| |
Collapse
|
28
|
Judson TJ, Subash M, Harrison JD, Yeager J, Williams AM, Grouse CK, Byron M. Patient Perceptions of e-Visits: Qualitative Study of Older Adults to Inform Health System Implementation. JMIR Aging 2023; 6:e45641. [PMID: 37234031 PMCID: PMC10257108 DOI: 10.2196/45641] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 03/22/2023] [Accepted: 05/04/2023] [Indexed: 05/27/2023] Open
Abstract
BACKGROUND Electronic visits (e-visits) are billable, asynchronous patient-initiated messages that require at least five minutes of medical decision-making by a provider. Unequal use of patient portal tools like e-visits by certain patient populations may worsen health disparities. To date, no study has attempted to qualitatively assess perceptions of e-visits in older adults. OBJECTIVE In this qualitative study, we aimed to understand patient perceptions of e-visits, including their perceived utility, barriers to use, and care implications, with a focus on vulnerable patient groups. METHODS We conducted a qualitative study using in-depth structured individual interviews with patients from diverse backgrounds to assess their knowledge and perceptions surrounding e-visits as compared with unbilled portal messages and other visit types. We used content analysis to analyze interview data. RESULTS We conducted 20 interviews, all in adults older than 65 years. We identified 4 overarching coding categories or themes. First, participants were generally accepting of the concept of e-visits and willing to try them. Second, nearly two-thirds of the participants voiced a preference for synchronous communication. Third, participants had specific concerns about the name "e-visit" and when to choose this type of visit in the patient portal. Fourth, some participants indicated discomfort using or accessing technology for e-visits. Financial barriers to the use of e-visits was not a common theme. CONCLUSIONS Our findings suggest that older adults are generally accepting of the concept of e-visits, but uptake may be limited due to their preference for synchronous communication. We identified several opportunities to improve e-visit implementation.
Collapse
Affiliation(s)
- Timothy J Judson
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Meera Subash
- Houston School of Biomedical Informatics, UTHealth, Houston, TX, United States
| | - James D Harrison
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Jan Yeager
- Clinical Innovation Center, University of California San Francisco, San Francisco, CA, United States
| | - Aimée M Williams
- Clinical Innovation Center, University of California San Francisco, San Francisco, CA, United States
| | - Carrie K Grouse
- Department of Neurology, University of California San Francisco, San Francisco, CA, United States
| | - Maria Byron
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| |
Collapse
|
29
|
Liang J, Aranda MP. The Use of Telehealth Among People Living With Dementia-Caregiver Dyads During the COVID-19 Pandemic: Scoping Review. J Med Internet Res 2023; 25:e45045. [PMID: 37227755 PMCID: PMC10251224 DOI: 10.2196/45045] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 03/07/2023] [Accepted: 03/30/2023] [Indexed: 05/26/2023] Open
Abstract
BACKGROUND Telehealth has gained substantial attention during the COVID-19 pandemic, and reimbursement policies in health care settings have increased access to remote modes of care delivery. Telehealth has the potential to mitigate care concerns for people living with dementia and their family caregivers. There is a paucity of knowledge on the performance of telehealth services and user experiences, especially among caregiving dyads during the pandemic. OBJECTIVE This study aims to describe the implementation, effectiveness, user experience, and barriers to accessing and using telehealth services for people living with dementia and their caregivers during the COVID-19 pandemic. METHODS Following the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) checklist, we searched 7 databases (PubMed, PsycINFO, AgeLine, CINAHL, Social Services Abstracts, Web of Science, and Scopus) and a web-based search engine (Google Scholar). The inclusion criteria for peer-reviewed English publications from March 2020 to August 2022 consisted of studies related to telehealth services for people living with dementia and their family caregivers and studies conducted during the COVID-19 pandemic. RESULTS A total of 24 articles (10 quantitative and 14 qualitative studies) from 10 different countries were included. The major findings of the reviewed articles were extracted and organized into the following 4 themes: study design characteristics-strategies were adopted to improve the accessibility and experience of people living with dementia-caregiver dyads; efficacy outcomes of telehealth services-robust evidence is lacking on the comparative effectiveness of in-person services; perceived experiences of people living with dementia and caregivers-most reviewed studies reported positive experiences of using telehealth services and perceived personal and social benefits from their participants; and barriers to accessing and using telehealth services-several barriers related to individuals, infrastructure, and telehealth environments were identified. CONCLUSIONS Although evidence of its effectiveness is still limited, telehealth is widely accepted as a viable alternative to in-person care for high-risk groups, such as people living with dementia and their caregivers. Future research should include expanding digital access for those with limited resources and low technology literacy, adopting randomized controlled trial designs to establish the comparative effectiveness of different modes of service delivery, and increasing the sample diversity.
Collapse
Affiliation(s)
- Jiaming Liang
- Edward R Roybal Institute on Aging, Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, CA, United States
| | - Maria P Aranda
- Edward R Roybal Institute on Aging, Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, CA, United States
| |
Collapse
|
30
|
Tanaka H, Saga T, Iwauchi K, Honda M, Morimoto T, Matsuda Y, Uratani M, Okazaki K, Nakamura S. The Validation of Automated Social Skills Training in Members of the General Population Over 4 Weeks: Comparative Study. JMIR Form Res 2023; 7:e44857. [PMID: 37103996 PMCID: PMC10176127 DOI: 10.2196/44857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 03/03/2023] [Accepted: 03/20/2023] [Indexed: 04/28/2023] Open
Abstract
BACKGROUND Social skills training by human trainers is a well-established method of teaching appropriate social and communication skills and strengthening social self-efficacy. Specifically, human social skills training is a fundamental approach to teaching and learning the rules of social interaction. However, it is cost-ineffective and offers low accessibility, since the number of professional trainers is limited. A conversational agent is a system that can communicate with a human being in a natural language. We proposed to overcome the limitations of current social skills training with conversational agents. Our system is capable of speech recognition, response selection, and speech synthesis and can also generate nonverbal behaviors. We developed a system that incorporated automated social skills training that completely adheres to the training model of Bellack et al through a conversational agent. OBJECTIVE This study aimed to validate the training effect of a conversational agent-based social skills training system in members of the general population during a 4-week training session. We compare 2 groups (with and without training) and hypothesize that the trained group's social skills will improve. Furthermore, this study sought to clarify the effect size for future larger-scale evaluations, including a much larger group of different social pathological phenomena. METHODS For the experiment, 26 healthy Japanese participants were separated into 2 groups, where we hypothesized that group 1 (system trained) will make greater improvement than group 2 (nontrained). System training was done as a 4-week intervention where the participants visit the examination room every week. Each training session included social skills training with a conversational agent for 3 basic skills. We evaluated the training effect using questionnaires in pre- and posttraining evaluations. In addition to the questionnaires, we conducted a performance test that required the social cognition and expression of participants in new role-play scenarios. Blind ratings by third-party trainers were made by watching recorded role-play videos. A nonparametric Wilcoxson Rank Sum test was performed for each variable. Improvement between pre- and posttraining evaluations was used to compare the 2 groups. Moreover, we compared the statistical significance from the questionnaires and ratings between the 2 groups. RESULTS Of the 26 recruited participants, 18 completed this experiment: 9 in group 1 and 9 in group 2. Those in group 1 achieved significant improvement in generalized self-efficacy (P=.02; effect size r=0.53). We also found a significant decrease in state anxiety presence (P=.04; r=0.49), measured by the State-Trait Anxiety Inventory (STAI). For ratings by third-party trainers, speech clarity was significantly strengthened in group 1 (P=.03; r=0.30). CONCLUSIONS Our findings reveal the usefulness of the automated social skills training after a 4-week training period. This study confirms a large effect size between groups on generalized self-efficacy, state anxiety presence, and speech clarity.
Collapse
Affiliation(s)
- Hiroki Tanaka
- Nara Institute of Science and Technology, Ikoma, Japan
| | - Takeshi Saga
- Nara Institute of Science and Technology, Ikoma, Japan
| | - Kota Iwauchi
- Nara Institute of Science and Technology, Ikoma, Japan
| | - Masato Honda
- Department of Psychiatry, Nara Medical University, Kashihara, Japan
| | - Tsubasa Morimoto
- Department of Psychiatry, Nara Medical University, Kashihara, Japan
| | | | | | - Kosuke Okazaki
- Department of Psychiatry, Nara Medical University, Kashihara, Japan
| | | |
Collapse
|
31
|
Brewer L, Jones C, Slusser J, Pasha M, Lalika M, Chacon M, Takawira P, Shanedling S, Erickson P, Woods C, Krogman A, Ferdinand D, Underwood P, Cooper L, Patten C, Hayes S. Mobile Health Intervention to Promote Hypertension Self-Management among African Americans Receiving Care at a Community Health Center: Formative Evaluation of the FAITH! Hypertension App. JMIR Form Res 2023. [PMID: 37115658 DOI: 10.2196/45061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/29/2023] Open
Abstract
BACKGROUND African Americans (AAs) are at a higher risk of premature death from cardiovascular diseases compared to White Americans, with disproportionate attributable risk from uncontrolled hypertension. These health disparities are rooted in structural racism with resultant adverse social determinants of health (SDOH) including limited access to quality healthcare. Given their high usage among AAs, mobile technologies, including smartphones, show promise in increasing access to reliable health information. Thus, culturally tailored mobile health (mHealth) interventions may promote hypertension self-management among this population. OBJECTIVE This formative study assessed the feasibility of integrating an innovative mHealth intervention into clinical and community settings to improve blood pressure (BP) control among AAs. METHODS A mixed methods study of AA patients with uncontrolled hypertension was implemented over two consecutive phases. In Phase 1, patients and clinicians from two federally qualified health centers (FQHCs) in the Minneapolis-St. Paul, Minnesota metropolitan area provided input through a focus group series to refine an existing culturally tailored mHealth app (FAITH! [Fostering African-American Improvement in Total Health!] App) to promote hypertension self-management among AA patients with uncontrolled hypertension. Phase 2 was a single-arm pre-post intervention pilot study to assess feasibility and patient satisfaction. Patients receiving care at an FQHC participated in a 10-week intervention utilizing the refined FAITH! Hypertension App synchronized with a wireless BP monitor and support from a community health worker (CHW) to address SDOH-related social needs. The multimedia app consisted of a 10-module educational series focused on hypertension and cardiovascular risk factors with interactive self-assessments, medication/BP self-monitoring and social networking. Primary outcomes were feasibility (app engagement/satisfaction) and preliminary efficacy (change in BP) at immediate post-intervention. RESULTS In Phase 1, 13 AA patients (69% age ≥50, 77% female) and 16 clinicians (69% age ≥50, 88% female, 63% AA) participated in focus groups. Based on their feedback, app modifications included addition of: BP/medications-tracking, BP self-care task reminders, and culturally sensitive contexts. In Phase 2, 16 AA patients were enrolled (mean age 52.6 years [SD 12.3], 75% female). Of the 16, 38% completed at least half of 10 education modules. Seven of the 16 completed the post-intervention assessment. These patients rated the intervention a 9 (out of 10) as helpful in hypertension self-management. Qualitative data revealed that these patients viewed the app as user-friendly, engaging, and informative, and CHWs were perceived as providing accountability and support. Of the 7 patients, mean systolic and diastolic BPs decreased by 6.4 mmHg (p=.15) and 2.8 mmHg (p=.78) at immediate post-intervention, respectively. CONCLUSIONS A culturally tailored mHealth app, with reinforcement by CHW support, may improve hypertension self-management among under-resourced AAs receiving care at FQHCs. A future randomized efficacy trial of the intervention is warranted. CLINICALTRIAL Registration: ClinicalTrials.gov Identifier: NCT03777709.
Collapse
Affiliation(s)
- LaPrincess Brewer
- Mayo Clinic College of Medicine, Department of Cardiovascular Medicine, 200 1st St S.W., Rochester, US
| | | | - Joshua Slusser
- Mayo Clinic, Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Rochester, US
| | | | - Mathias Lalika
- Mayo Clinic, Department of Cardiovascular Medicine, Rochester, US
| | - Megan Chacon
- Minnesota Department of Health, Heart Disease and Stroke Prevention Unit, St. Paul, US
| | - Patricia Takawira
- Minnesota Department of Health, Heart Disease and Stroke Prevention Unit, St. Paul, US
| | - Stanton Shanedling
- Minnesota Department of Health, Heart Disease and Stroke Prevention Unit, St. Paul, US
| | - Paul Erickson
- NorthPoint Health and Wellness Center, Minneapolis, US
| | | | - Ashton Krogman
- Mayo Clinic College of Medicine, Department of Cardiovascular Medicine, Rochester, US
| | - Daphne Ferdinand
- Healthy Heart Community Prevention Project, Inc., New Orleans, US
| | | | - Lisa Cooper
- Johns Hopkins University School of Medicine, Department of Medicine, Baltimore, US
| | - Christi Patten
- Mayo Clinic College of Medicine, Department of Psychiatry and Psychology, Rochester, US
| | - Sharonne Hayes
- Mayo Clinic College of Medicine, Department of Cardiovascular Medicine, Rochester, US
| |
Collapse
|
32
|
Svendsen K, Nes LS, Meland A, Larsson IM, Gjelsvik YM, Børøsund E, Rygg CM, Myklebust TÅ, Reinertsen KV, Kiserud CE, Skjerven H, Antoni MH, Chalder T, Mjaaland I, Carlson LE, Eriksen HR, Ursin G. Coping After Breast Cancer (CABC): Protocol for a randomized controlled trial of stress management e-health interventions. JMIR Res Protoc 2023; 12:e47195. [PMID: 37103493 DOI: 10.2196/47195] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 04/15/2023] [Accepted: 04/23/2023] [Indexed: 04/28/2023] Open
Abstract
BACKGROUND One-third or more of breast cancer survivors report stress and other psychological and physical complaints that can negatively impact quality of life. Psychosocial stress-management interventions, shown to mitigate the negative impact of these complaints, can now be delivered as accessible and convenient (for the patient and provider) e-health interventions. In the present randomized controlled trial (RCT), Coping After Breast Cancer (CABC), two modified versions of the stress management e-health intervention program StressProffen were created: one with predominantly cognitive-behavioral stress-management content (Stressproffen-CBI) and one with predominantly mindfulness-based stress-management content (StressProffen-MBI). OBJECTIVE To investigate the effects in breast cancer survivors of using StressProffen-CBI and StressProffen-MBI compared to a control group (treatment as usual). METHODS Women diagnosed with breast cancer (stage I-III, unequivocally HER2+ or ER- tumors) or DCIS aged 21-69 years who completed the Cancer Registry of Norway- initiated health survey on quality of life, are invited to the CABC trial about seven months after diagnosis. Women who give consent to participate are randomized (1:1:1) to: Stressproffen-CBI, Stressproffen-MBI, or control group. Both Stressproffen interventions consist of 10 modules of stress management content delivered through text, sound, video, and images. The primary outcome is between-groups changes in perceived stress at six months, assessed with Cohen's Perceived Stress Scale. Secondary outcomes comprise changes in quality of life, anxiety, depression, fatigue, sleep, neuropathy, coping, mindfulness and work-related outcomes approximately 1, 2 and 3 years after diagnosis. Long-term effects of the interventions on work participation, comorbidities, relapse or new cancers and mortality will be obtained from national health registries. RESULTS We plan to recruit 430 participants in total (100 in each group). Recruitment is scheduled from January 2021 through May 2023. CONCLUSIONS The CABC trial is possibly the largest ongoing psychosocial e-health RCT in breast cancer patients at current. If one or both interventions prove to be effective in reducing stress and improving psychosocial and physical complains, the StressProffen e-health interventions could be beneficial, inexpensive, and easily implementable tools for breast cancer survivors when coping with late effects after cancer and cancer treatments. CLINICALTRIAL Clinicaltrials.gov identifier NCT04480203. First posted: July 7th 2020. https://clinicaltrials.gov/ct2/show/NCT04480203.
Collapse
Affiliation(s)
- Karianne Svendsen
- Cancer Registry of Norway, Oslo University Hospital, Ullernchausseen 64, Oslo, NO
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, NO
- Lipid Clinic, Oslo University Hospital, Oslo, NO
| | - Lise Solberg Nes
- Department of Digital Health Research, Division of Medicine, Oslo University Hospital, Oslo, NO
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NO
- Department of Psychiatry and Psychology, College of Medicine and Science, Mayo Clinic, Rochester, US
| | - Anders Meland
- Department of Sport and Social Sciences, School of Sport Sciences, Oslo, NO
| | - Ine Marie Larsson
- Cancer Registry of Norway, Oslo University Hospital, Ullernchausseen 64, Oslo, NO
| | - Ylva M Gjelsvik
- Cancer Registry of Norway, Oslo University Hospital, Ullernchausseen 64, Oslo, NO
| | - Elin Børøsund
- Department of Digital Health Research, Division of Medicine, Oslo University Hospital, Oslo, NO
- Department of Nursing and Health Sciences, Faculty of Health and Social Sciences, University of South-Eastern Norway, Drammen, NO
| | - Christine M Rygg
- Department of Digital Health Research, Division of Medicine, Oslo University Hospital, Oslo, NO
| | - Tor Åge Myklebust
- Cancer Registry of Norway, Oslo University Hospital, Ullernchausseen 64, Oslo, NO
| | - Kristin V Reinertsen
- National Advisory Unit for Late Effects After Cancer, Department of Oncology, Oslo University hospital, Oslo, NO
| | - Cecilie E Kiserud
- National Advisory Unit for Late Effects After Cancer, Department of Oncology, Oslo University hospital, Oslo, NO
| | - Helle Skjerven
- Section for Breast and Endocrine Surgery Department, Vestre Viken Hospital Trust, Drammen, NO
| | - Michael H Antoni
- Department of Psychology, Sylvester Comprehensive Cancer Center, University of Miami, Miami, US
| | - Trudie Chalder
- Department of Psychological Medicine, King's College London, London, GB
| | - Ingvil Mjaaland
- Department of Oncology and Hematology, Stavanger University Hospital, Stavanger, NO
| | - Linda E Carlson
- Departments of Oncology and Psychology, University of Calgary, Calgary, CA
| | - Hege R Eriksen
- Department of Sport, Food and Natural Sciences, Western Norway University of Applied Sciences, Bergen, NO
| | - Giske Ursin
- Cancer Registry of Norway, Oslo University Hospital, Ullernchausseen 64, Oslo, NO
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, NO
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, LA, US
| |
Collapse
|
33
|
Fournier-Tombs E, McHardy J. A medical ethics framework for conversational AI. J Med Internet Res 2023. [PMID: 37224277 PMCID: PMC10373921 DOI: 10.2196/43068] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2023] Open
Abstract
UNSTRUCTURED With the launch of Open AI's GPT-3 model in June 2020 came a new era for conversational chatbots (Open AI, n.d.). While there are chatbots who do not use AI, conversational chatbots integrate AI language models that allow for back-and-forth conversation between an AI system and a human user. GPT-3, since upgraded to GPT-4, harnesses a natural language processing (NLP) technique called sentence embedding, and allows for conversations with users that are more nuanced and realistic than ever before. The launch of this model came in the first few months of the COVID-19 pandemic, where increases in healthcare needs globally combined with social distancing measures made virtual medicine more relevant than ever. GPT-3 and other conversational models have been used for a wide variety of medical purposes, from providing basic COVID-19 - related guidelines to personalized medical advice and even prescriptions. The line between medical professionals and conversational chatbots somewhat blurred, notably in hard-to reach communities where the chatbot replaced face-to-face healthcare (Chagas et al, 2021). Considering these blurred lines, and the circumstances accelerating the adoption of conversational chatbots globally, we analyze the use of these tools from an ethical perspective. Notably, we map out the many types of risks in the use of conversational chatbots in medicine to the principles of medical ethics. In doing so, we propose a framework for better understanding the effects of these chatbots on both patients and the medical field more broadly, with the hope of informing safe and appropriate future developments.
Collapse
|
34
|
Jenkinson GP, Houghton N, van Zalk N, Waller J, Bello F, Tzemanaki A. Acceptability of Automated Robotic Clinical Breast Examination: Survey Study. J Particip Med 2023; 15:e42704. [PMID: 37010907 PMCID: PMC10131668 DOI: 10.2196/42704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 01/14/2023] [Accepted: 02/20/2023] [Indexed: 02/22/2023] Open
Abstract
BACKGROUND In the United Kingdom, women aged 50 to 70 years are invited to undergo mammography. However, 10% of invasive breast cancers occur in women aged ≤45 years, representing an unmet need for young women. Identifying a suitable screening modality for this population is challenging; mammography is insufficiently sensitive, whereas alternative diagnostic methods are invasive or costly. Robotic clinical breast examination (R-CBE)-using soft robotic technology and machine learning for fully automated clinical breast examination-is a theoretically promising screening modality with early prototypes under development. Understanding the perspectives of potential users and partnering with patients in the design process from the outset is essential for ensuring the patient-centered design and implementation of this technology. OBJECTIVE This study investigated the attitudes and perspectives of women regarding the use of soft robotics and intelligent systems in breast cancer screening. It aimed to determine whether such technology is theoretically acceptable to potential users and identify aspects of the technology and implementation system that are priorities for patients, allowing these to be integrated into technology design. METHODS This study used a mixed methods design. We conducted a 30-minute web-based survey with 155 women in the United Kingdom. The survey comprised an overview of the proposed concept followed by 5 open-ended questions and 17 closed questions. Respondents were recruited through a web-based survey linked to the Cancer Research United Kingdom patient involvement opportunities web page and distributed through research networks' mailing lists. Qualitative data generated via the open-ended questions were analyzed using thematic analysis. Quantitative data were analyzed using 2-sample Kolmogorov-Smirnov tests, 1-tailed t tests, and Pearson coefficients. RESULTS Most respondents (143/155, 92.3%) indicated that they would definitely or probably use R-CBE, with 82.6% (128/155) willing to be examined for up to 15 minutes. The most popular location for R-CBE was at a primary care setting, whereas the most accepted method for receiving the results was an on-screen display (with an option to print information) immediately after the examination. Thematic analysis of free-text responses identified the following 7 themes: women perceive that R-CBE has the potential to address limitations in current screening services; R-CBE may facilitate increased user choice and autonomy; ethical motivations for supporting R-CBE development; accuracy (and users' perceptions of accuracy) is essential; results management with clear communication is a priority for users; device usability is important; and integration with health services is key. CONCLUSIONS There is a high potential for the acceptance of R-CBE in its target user group and a high concordance between user expectations and technological feasibility. Early patient participation in the design process allowed the authors to identify key development priorities for ensuring that this new technology meets the needs of users. Ongoing patient and public involvement at each development stage is essential.
Collapse
Affiliation(s)
- George P Jenkinson
- Bristol Robotics Laboratory, Department of Mechanical Engineering, University of Bristol, Bristol, United Kingdom
| | - Natasha Houghton
- Centre for Engagement and Simulation Science, Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Nejra van Zalk
- Dyson School of Design Engineering, Imperial College London, London, United Kingdom
| | - Jo Waller
- Cancer Prevention Group, School of Cancer & Pharmaceutical Sciences, King's College London, London, United Kingdom
| | - Fernando Bello
- Centre for Engagement and Simulation Science, Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Antonia Tzemanaki
- Bristol Robotics Laboratory, Department of Mechanical Engineering, University of Bristol, Bristol, United Kingdom
| |
Collapse
|
35
|
Iacobelli F, Yang A, Tom L, Leung IS, Crissman J, Salgado R, Simon M. Predicting Social Determinants of Health in Patient Navigation: Case Study. JMIR Form Res 2023; 7:e42683. [PMID: 36976634 PMCID: PMC10131925 DOI: 10.2196/42683] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 01/12/2023] [Accepted: 02/07/2023] [Indexed: 02/10/2023] Open
Abstract
BACKGROUND Patient navigation (PN) programs have demonstrated efficacy in improving health outcomes for marginalized populations across a range of clinical contexts by addressing barriers to health care, including social determinants of health (SDoHs). However, it can be challenging for navigators to identify SDoHs by asking patients directly because of many factors, including patients' reluctance to disclose information, communication barriers, and the variable resources and experience levels of patient navigators. Navigators could benefit from strategies that augment their ability to gather SDoH data. Machine learning can be leveraged as one of these strategies to identify SDoH-related barriers. This could further improve health outcomes, particularly in underserved populations. OBJECTIVE In this formative study, we explored novel machine learning-based approaches to predict SDoHs in 2 Chicago area PN studies. In the first approach, we applied machine learning to data that include comments and interaction details between patients and navigators, whereas the second approach augmented patients' demographic information. This paper presents the results of these experiments and provides recommendations for data collection and the application of machine learning techniques more generally to the problem of predicting SDoHs. METHODS We conducted 2 experiments to explore the feasibility of using machine learning to predict patients' SDoHs using data collected from PN research. The machine learning algorithms were trained on data collected from 2 Chicago area PN studies. In the first experiment, we compared several machine learning algorithms (logistic regression, random forest, support vector machine, artificial neural network, and Gaussian naive Bayes) to predict SDoHs from both patient demographics and navigator's encounter data over time. In the second experiment, we used multiclass classification with augmented information, such as transportation time to a hospital, to predict multiple SDoHs for each patient. RESULTS In the first experiment, the random forest classifier achieved the highest accuracy among the classifiers tested. The overall accuracy to predict SDoHs was 71.3%. In the second experiment, multiclass classification effectively predicted a few patients' SDoHs based purely on demographic and augmented data. The best accuracy of these predictions overall was 73%. However, both experiments yielded high variability in individual SDoH predictions and correlations that become salient among SDoHs. CONCLUSIONS To our knowledge, this study is the first approach to applying PN encounter data and multiclass learning algorithms to predict SDoHs. The experiments discussed yielded valuable lessons, including the awareness of model limitations and bias, planning for standardization of data sources and measurement, and the need to identify and anticipate the intersectionality and clustering of SDoHs. Although our focus was on predicting patients' SDoHs, machine learning can have a broad range of applications in the field of PN, from tailoring intervention delivery (eg, supporting PN decision-making) to informing resource allocation for measurement, and PN supervision.
Collapse
Affiliation(s)
- Francisco Iacobelli
- Department of Computer Science, Northeastern Illinois University, Chicago, IL, United States
- Center for Advancing Safety of Machine Intelligence, Northwestern University, Evanston, IL, United States
| | - Anna Yang
- Center for Health Equity Transformation, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
- Department of Obstetrics and Gynecology, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
| | - Laura Tom
- Center for Health Equity Transformation, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
- Department of Obstetrics and Gynecology, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
| | - Ivy S Leung
- Center for Health Equity Transformation, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
- Department of Obstetrics and Gynecology, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
| | - John Crissman
- Department of Computer Science, Northeastern Illinois University, Chicago, IL, United States
| | - Rufino Salgado
- Department of Computer Science, Northeastern Illinois University, Chicago, IL, United States
| | - Melissa Simon
- Center for Health Equity Transformation, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
- Department of Obstetrics and Gynecology, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
- Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine Chicago, Northwestern University, Chicago, IL, United States
| |
Collapse
|
36
|
Kim J, Aryee LMD, Bang H, Prajogo S, Choi YK, Hoch JS, Prado EL. Effectiveness of Digital Mental Health Tools to Reduce Depressive and Anxiety Symptoms in Low- and Middle-Income Countries: Systematic Review and Meta-analysis. JMIR Ment Health 2023; 10:e43066. [PMID: 36939820 PMCID: PMC10131603 DOI: 10.2196/43066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 01/27/2023] [Accepted: 01/30/2023] [Indexed: 01/31/2023] Open
Abstract
BACKGROUND Depression and anxiety contribute to an estimated 74.6 million years of life with disability, and 80% of this burden occurs in low- and middle-income countries (LMICs), where there is a large gap in care. OBJECTIVE We aimed to systematically synthesize available evidence and quantify the effectiveness of digital mental health interventions in reducing depression and anxiety in LMICs. METHODS In this systematic review and meta-analysis, we searched PubMed, Embase, and Cochrane databases from the inception date to February 2022. We included randomized controlled trials conducted in LMICs that compared groups that received digital health interventions with controls (active control, treatment as usual, or no intervention) on depression or anxiety symptoms. Two reviewers independently extracted summary data reported in the papers and performed study quality assessments. The outcomes were postintervention measures of depression or anxiety symptoms (Hedges g). We calculated the pooled effect size weighted by inverse variance. RESULTS Among 11,196 retrieved records, we included 80 studies in the meta-analysis (12,070 participants n=6052, 50.14% in the intervention group and n=6018, 49.85% in the control group) and 96 studies in the systematic review. The pooled effect sizes were -0.61 (95% CI -0.78 to -0.44; n=67 comparisons) for depression and -0.73 (95% CI -0.93 to -0.53; n=65 comparisons) for anxiety, indicating that digital health intervention groups had lower postintervention depression and anxiety symptoms compared with controls. Although heterogeneity was considerable (I2=0.94 for depression and 0.95 for anxiety), we found notable sources of variability between the studies, including intervention content, depression or anxiety symptom severity, control type, and age. Grading of Recommendations, Assessments, Development, and Evaluation showed that the evidence quality was overall high. CONCLUSIONS Digital mental health tools are moderately to highly effective in reducing depression and anxiety symptoms in LMICs. Thus, they could be effective options to close the gap in depression and anxiety care in LMICs, where the usual mental health care is minimal. TRIAL REGISTRATION PROSPERO CRD42021289709; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=289709.
Collapse
Affiliation(s)
- Jiyeong Kim
- Department of Public Health Sciences, School of Medicine, University of California, Davis, Davis, CA, United States
| | - Lois M D Aryee
- Department of Nutrition and Food Science, University of Ghana, Accra, Ghana
| | - Heejung Bang
- Division of Biostatistics, Department of Public Health Sciences, School of Medicine, University of California, Davis, Davis, CA, United States
| | - Steffi Prajogo
- Johns Hopkins Bayview Medical Center, Baltimore, MD, United States
| | - Yong K Choi
- Department of Health Information Management, School of Health and Rehabilitation Sciences, University of Pittsburgh, Pittsburgh, PA, United States
| | - Jeffrey S Hoch
- Division of Health Policy and Management, Department of Public Health Sciences, School of Medicine, University of California, Davis, Davis, CA, United States
| | - Elizabeth L Prado
- Department of Nutrition, Institute for Global Nutrition, University of California, Davis, Davis, CA, United States
| |
Collapse
|
37
|
Ray AE, Mun EY, Lewis MA, Litt DM, Stapleton JL, Tan L, Buller DB, Zhou Z, Bush HM, Himelhoch S. Cross-Tailoring Integrative Alcohol and Risky Sexual Behavior Feedback for College Students: Protocol for a Hybrid Type 1 Effectiveness-Implementation Trial. JMIR Res Protoc 2023; 12:e43986. [PMID: 36716301 PMCID: PMC10131715 DOI: 10.2196/43986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 01/04/2023] [Accepted: 01/23/2023] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Underage drinking and related risky sexual behavior (RSB) are major public health concerns on United States college campuses. Although technology-delivered personalized feedback interventions (PFIs) are considered a best practice for individual-level campus alcohol prevention, there is room for improving the effectiveness of this approach with regard to alcohol-related RSB. OBJECTIVE The aims of this study are to (1) evaluate the impact of a brief PFI that integrates content on alcohol use and RSB and is adapted to include a novel cross-tailored dynamic feedback (CDF) component for at-risk first-year college students and (2) identify implementation factors critical to the CDF's success to facilitate future scale-up in campus settings. METHODS This study uses a hybrid type 1 effectiveness-implementation design and will be conducted in 3 phases. Phase 1 is a stakeholder-engaged PFI+CDF adaptation guided by focus groups and usability testing. In phase 2, 600 first-year college students who drink and are sexually active will be recruited from 2 sites (n=300 per site) to participate in a 4-group randomized controlled trial to examine the effectiveness of PFI+CDF in reducing alcohol-related RSB. Eligible participants will complete a baseline survey during the first week of the semester and follow-up surveys at 1, 2, 3, 6, and 13 months post baseline. Phase 3 is a qualitative evaluation with stakeholders to better understand relevant implementation factors. RESULTS Recruitment and enrollment for phase 1 began in January 2022. Recruitment for phases 2 and 3 is planned for the summer of 2023 and 2024, respectively. Upon collection of data, the effectiveness of PFI+CDF will be examined, and factors critical to implementation will be evaluated. CONCLUSIONS This hybrid type 1 trial is designed to impact the field by testing an innovative adaptation that extends evidence-based alcohol programs to reduce alcohol-related RSB and provides insights related to implementation to bridge the gap between research and practice at the university level. TRIAL REGISTRATION ClinicalTrials.gov NCT05011903; https://clinicaltrials.gov/ct2/show/NCT05011903. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/43986.
Collapse
Affiliation(s)
- Anne E Ray
- Department of Health, Behavior & Society, College of Public Health, University of Kentucky, Lexington, KY, United States
| | - Eun-Young Mun
- Department of Health Behavior and Health Systems, School of Public Health, The University of North Texas Health Science Center at Fort Worth, Fort Worth, TX, United States
| | - Melissa A Lewis
- Department of Health Behavior and Health Systems, School of Public Health, The University of North Texas Health Science Center at Fort Worth, Fort Worth, TX, United States
| | - Dana M Litt
- Department of Health Behavior and Health Systems, School of Public Health, The University of North Texas Health Science Center at Fort Worth, Fort Worth, TX, United States
| | - Jerod L Stapleton
- Department of Health, Behavior & Society, College of Public Health, University of Kentucky, Lexington, KY, United States
| | - Lin Tan
- Department of Health Behavior and Health Systems, School of Public Health, The University of North Texas Health Science Center at Fort Worth, Fort Worth, TX, United States
| | | | - Zhengyang Zhou
- Department of Biostatistics and Epidemiology, School of Public Health, The University of North Texas Health Science Center at Fort Worth, Fort Worth, TX, United States
| | - Heather M Bush
- Department of Biostatistics, College of Public Health, University of Kentucky, Lexington, KY, United States
| | - Seth Himelhoch
- Department of Psychiatry, College of Medicine, University of Kentucky, Lexington, KY, United States
| |
Collapse
|
38
|
Goldnadel Monteiro M, Pantani D, Pinsky I, Hernandes Rocha TA. Using the Pan American Health Organization digital conversational agent to educate the public on alcohol use and health: a preliminary analysis. JMIR Form Res 2023; 7:e43165. [PMID: 36961920 PMCID: PMC10131863 DOI: 10.2196/43165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Revised: 02/26/2023] [Accepted: 03/16/2023] [Indexed: 03/18/2023] Open
Abstract
BACKGROUND Background: There is widespread misinformation about the effects of alcohol consumption on health, which were amplified during the COVID-19 pandemic through social media and internet channels. Chatbots and conversational agents became an important piece of the WHO response during the COVID-19 pandemic to quickly disseminate evidence-based information to the public, related to COVID-19 and tobacco. PAHO seized the opportunity to develop a conversational agent to talk about alcohol related topics and therefore complement traditional forms of health education which have been promoted in the past. OBJECTIVE Objective: To develop and deploy a digital conversational agent to interact to an unlimited number of users, 24 hours a day, anonymously, about alcohol topics, in several languages, including on ways to reduce risks from drinking, at no cost and accessible through various devices. METHODS Methods: The content development was based on the latest scientific evidence on alcohol impacts on health, social norms about drinking and data from the World Health Organization and PAHO. The agent itself was developed through a non-exclusive license agreement with a private company and included Google Digital Flow ES as the natural language processing software, and AWS for cloud services. Another company was contracted to program all the conversations, following the technical advice of PAHO staff. RESULTS Results: The conversational agent was named Pahola and it was deployed on November 19, 2021, through the PAHO website after a launch event with high publicity. No identifiable data were used and all interactions were anonymous, and therefore this was considered not research with human subjects. Pahola speaks in English, Spanish and Portuguese, interacts anonymously to a potential infinite number of users through various digital devices. Users were required to accept terms and conditions to enable access to their camera and microphone to interact with Pahola. Pahola attracted good attention from the media, reached 1.6 million people, leading to 236,000 clicks on its landing page, mostly through mobile devices. Only 1,532 users had a conversation after clicking to talk to Pahola. The average time users spent talking to Pahola was five minutes. Major dropouts were observed in different steps of the conversation flow. Some questions asked by users were not anticipated during programming and could not be answered. CONCLUSIONS Our findings showed several limitations to using a conversational agent for alcohol education to the general public. Improvements are needed to expand the content to make it more meaningful and engaging to the public. The potential of chatbots to educate the public on alcohol related topics seems enormous but requires a long-term investment of resources and research to be useful and reach many more people. CLINICALTRIAL
Collapse
Affiliation(s)
| | - Daniela Pantani
- Pan American Health Organization, 525 23rd St NW, Washington, US
| | - Ilana Pinsky
- Pan American Health Organization, 525 23rd St NW, Washington, US
| | | |
Collapse
|
39
|
Chen E, Hollowell A, Truong T, Bentley-Edwards K, Myers E, Erkanli A, Holt L, Swartz JJ. Contraceptive Access and Use Among Undergraduate and Graduate Students During COVID-19: Online Survey Study. JMIR Form Res 2023; 7:e38491. [PMID: 36827491 PMCID: PMC10018798 DOI: 10.2196/38491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 02/16/2023] [Accepted: 02/20/2023] [Indexed: 02/22/2023] Open
Abstract
BACKGROUND The COVID-19 pandemic led to widespread college campus closures in the months of March to June 2020, endangering students' access to on-campus health resources, including reproductive health services. OBJECTIVE To assess contraceptive access and use among undergraduate and graduate students in North Carolina during the COVID-19 pandemic. METHODS We conducted a cross-sectional web-based survey of undergraduate and graduate students enrolled at degree-granting institutions in North Carolina. Participants were recruited using targeted Instagram advertisements. The survey queried several aspects of participants' sexual behavior, including sex drive, level of sexual experience, number of sexual partners, digital sexual experience, dating patterns, and types of contraception used. Participants were asked to compare many of these behaviors before and after the pandemic. The survey also assessed several sociodemographic factors that we hypothesized would be associated with contraceptive use based on prior data, including educational background, sexual orientation and gender minority status (ie, lesbian, gay, bisexual, transgender, queer), health insurance status, race, ethnicity, degree of sensation seeking, religiosity, and desire to become pregnant. RESULTS Over 10 days, 2035 Instagram users began our survey, of whom 1002 met eligibility criteria. Of these 1002 eligible participants, 934 completed the survey, for a 93% completion rate. Our respondents were mostly female (665/934, 71%), cisgender (877/934, 94%), heterosexual (592/934, 64%), white (695/934 75%), not Hispanic (835/934, 89%), and enrolled at a 4-year college (618/934, 66%). Over 95% (895/934) of respondents reported that they maintained access to their preferred contraception during the COVID-19 pandemic. In a multivariable analysis, participants who were enrolled in a 4-year college or graduate program were less likely to lose contraceptive access when compared to participants enrolled in a 2-year college (risk ratio [RR] 0.34, 95% CI 0.16-0.71); in addition, when compared to cisgender participants, nonbinary and transgender participants were more likely to lose contraceptive access (RR 2.43, 95% CI 1.01-5.87). Respondents reported that they were more interested in using telehealth to access contraception during the pandemic. The contraceptive methods most commonly used by our participants were, in order, condoms (331/934, 35.4%), oral contraception (303/934, 32.4%), and long-acting reversible contraception (LARC; 221/934, 23.7%). The rate of LARC use among our participants was higher than the national average for this age group (14%). Emergency contraception was uncommonly used (25/934, 2.7%). CONCLUSIONS Undergraduate and graduate students in North Carolina overwhelmingly reported that they maintained access to their preferred contraceptive methods during the COVID-19 pandemic and through changing patterns of health care access, including telehealth. Gender nonbinary and transgender students and 2-year college students may have been at greater risk of losing access to contraception during the first year of the COVID-19 pandemic.
Collapse
Affiliation(s)
- Emily Chen
- Duke University School of Medicine, Durham, NC, United States
| | - Adam Hollowell
- Samuel Dubois Cook Center on Social Equity, Duke University, Durham, NC, United States
| | - Tracy Truong
- Department of Biostatistics & Bioinformatics, Duke University, Durham, NC, United States
| | - Keisha Bentley-Edwards
- Department of General Internal Medicine, Duke University Medical Center, Durham, NC, United States
| | - Evan Myers
- Department of Obstetrics & Gynecology, Duke University Medical Center, Durham, NC, United States
| | - Alaattin Erkanli
- Department of Biostatistics & Bioinformatics, Duke University, Durham, NC, United States
| | - Lauren Holt
- School of Nursing, Duke University School of Nursing, Durham, NC, United States
| | - Jonas J Swartz
- Department of Obstetrics & Gynecology, Duke University Medical Center, Durham, NC, United States
| |
Collapse
|
40
|
Perkes SJ, Bonevski B, Hall K, Mattes J, Chamberlain C, Bennett J, Whittaker R, Palazzi K, Lambkin D, Kennedy M. Aboriginal and Torres Strait Islander Women's Access to and Interest in mHealth: National Web-based Cross-sectional Survey. J Med Internet Res 2023; 25:e42660. [PMID: 36877565 PMCID: PMC10028504 DOI: 10.2196/42660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Revised: 01/22/2023] [Accepted: 01/31/2023] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Health programs delivered through digital devices such as mobile phones (mobile health [mHealth]) have become an increasingly important component of the health care tool kit. Aboriginal and Torres Strait Islander women of reproductive age are likely to be caring for children and family members and needing health care, but little is known about their access to and interest in mHealth. OBJECTIVE The objectives of this study were to investigate Aboriginal and Torres Strait Islander women's ownership of digital devices, access to the internet, current mHealth use, and interest and preferences for future mHealth. We examined the factors (age, remoteness, caring for a child younger than 5 years, and level of education) associated with the ownership of digital devices, use of internet, and interest in using a mobile phone to improve health. This study also examines if women are more likely to use mHealth for topics that they are less confident to talk about face-to-face with a health professional. METHODS A national web-based cross-sectional survey targeting Aboriginal and Torres Strait Islander women of reproductive age (16-49 years) was performed. Descriptive statistics were reported, and logistic regressions were used to examine the associations. RESULTS In total, 379 women completed the survey; 89.2% (338/379) owned a smartphone, 53.5% (203/379) a laptop or home computer, 35.6% (135/379) a tablet, and 93.1% (353/379) had access to the internet at home. Most women used social media (337/379, 88.9%) or the internet (285/379, 75.2%) everyday. The most common modality used on the mobile phone for health was Google (232/379, 61.2%), followed by social media (195/379, 51.5%). The most preferred modality for future programs was SMS text messaging (211/379, 55.7%) and social media (195/379, 51.4%). The most preferred topics for future mHealth programs were healthy eating (210/379, 55.4%) and cultural engagement (205/379, 54.1%). Women who were younger had greater odds of owning a smartphone, and women with tertiary education were more likely to own a tablet or laptop. Older age was associated with interest to use telehealth, and higher educational attainment was associated with interest for videoconferencing. Most women (269/379, 70.9%) used an Aboriginal medical service and overall reported high rates of confidence to discuss health topics with a health professional. Overall, women showed a similar likelihood of selecting a topic in mHealth whether they were or were not confident to talk to a health professional about that. CONCLUSIONS Our study found that Aboriginal and Torres Strait Islander women were avid users of the internet and had strong interest in mHealth. Future mHealth programs for these women should consider utilizing SMS text messaging and social media modalities and including content on nutrition and culture. A noteworthy limitation of this study was that participant recruitment was web-based (due to COVID-19 restrictions).
Collapse
Affiliation(s)
- Sarah Jane Perkes
- College of Medicine and Public Health, Flinders University, Bedford Park, Australia
| | - Billie Bonevski
- College of Medicine and Public Health, Flinders University, Bedford Park, Australia
| | - Kerry Hall
- First Peoples Health Unit, Griffith University, Southport, Australia
| | - Joerg Mattes
- School of Medicine and Public Health, Faculty of Health and Medicine, University of Newcastle, Newcastle, Australia
- Hunter Medical Research Institute, New Lambton Heights, Australia
| | - Catherine Chamberlain
- Indigenous Health Equity Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia
| | - Jessica Bennett
- School of Medicine and Public Health, Faculty of Health and Medicine, University of Newcastle, Newcastle, Australia
| | - Robyn Whittaker
- National Institute for Health Innovation, The University of Auckland, Auckland, New Zealand
| | - Kerrin Palazzi
- Hunter Medical Research Institute, New Lambton Heights, Australia
| | - David Lambkin
- Hunter Medical Research Institute, New Lambton Heights, Australia
| | - Michelle Kennedy
- School of Medicine and Public Health, Faculty of Health and Medicine, University of Newcastle, Newcastle, Australia
- Hunter Medical Research Institute, New Lambton Heights, Australia
| |
Collapse
|
41
|
Lee KN, Kim HJ, Choe K, Cho A, Kim B, Seo J, Myung W, Park JY, Oh KJ. Effects of Fetal Images Produced in Virtual Reality on Maternal-Fetal Attachment: Randomized Controlled Trial. J Med Internet Res 2023; 25:e43634. [PMID: 36826976 PMCID: PMC10007014 DOI: 10.2196/43634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 12/07/2022] [Accepted: 01/19/2023] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Maternal-fetal attachment (MFA) has been reported to be associated with the postpartum mother-infant relationship. Seeing the fetus through ultrasound might influence MFA, and the effect could be increased by more realistic images, such as those generated in virtual reality (VR). OBJECTIVE The aim was to determine the effect of fetal images generated in VR on MFA and depressive symptoms through a prenatal-coaching mobile app. METHODS This 2-arm parallel randomized controlled trial involved a total of 80 pregnant women. Eligible women were randomly assigned to either a mobile app-only group (n=40) or an app plus VR group (n=40). The VR group experienced their own baby's images generated in VR based on images obtained from fetal ultrasonography. The prenatal-coaching mobile app recommended health behavior for the pregnant women according to gestational age, provided feedback on entered data for maternal weight, blood pressure, and glucose levels, and included a private diary service for fetal ultrasound images. Both groups received the same app, but the VR group also viewed fetal images produced in VR; these images were stored in the app. All participants filled out questionnaires to assess MFA, depressive symptoms, and other basic medical information. The questionnaires were filled out again after the interventions. RESULTS Basic demographic data were comparable between the 2 groups. Most of the assessments showed comparable results for the 2 groups, but the mean score to assess interaction with the fetus was significantly higher for the VR group than the control group (0.4 vs 0.1, P=.004). The proportion of participants with an increased score for this category after the intervention was significantly higher in the VR group than the control group (43% vs 13%, P=.005). The feedback questionnaire revealed that scores for the degree of perception of fetal appearance all increased after the intervention in the VR group. CONCLUSIONS The use of a mobile app with fetal images in VR significantly increased maternal interaction with the fetus. TRIAL REGISTRATION ClinicalTrials.gov NCT04942197; https://clinicaltrials.gov/ct2/show/NCT04942197.
Collapse
Affiliation(s)
- Kyong-No Lee
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Hyeon Ji Kim
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Kiroong Choe
- Department of Computer Science and Engineering, Seoul National University, Seoul, Republic of Korea
| | - Aeri Cho
- Department of Computer Science and Engineering, Seoul National University, Seoul, Republic of Korea
| | - Bohyoung Kim
- Division of Biomedical Engineering, Hankuk University of Foreign Studies, Gyeonggi-do, Republic of Korea
| | - Jinwook Seo
- Department of Computer Science and Engineering, Seoul National University, Seoul, Republic of Korea
| | - Woojae Myung
- Department of Neuropsychiatry, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Jee Yoon Park
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Kyung Joon Oh
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| |
Collapse
|
42
|
Fu HNC, Wyman JF, Peden-McAlpine CJ, Draucker CB, Schleyer T, Adam TJ. App Design Features Important for Diabetes Self-management as Determined by the Self-Determination Theory on Motivation: Content Analysis of Survey Responses From Adults Requiring Insulin Therapy. JMIR Diabetes 2023; 8:e38592. [PMID: 36826987 PMCID: PMC10007004 DOI: 10.2196/38592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 11/11/2022] [Accepted: 12/01/2022] [Indexed: 12/04/2022] Open
Abstract
BACKGROUND Using a diabetes app can improve glycemic control; however, the use of diabetes apps is low, possibly due to design issues that affect patient motivation. OBJECTIVE This study aimed to describes how adults with diabetes requiring insulin perceive diabetes apps based on 3 key psychological needs (competence, autonomy, and connectivity) described by the Self-Determination Theory (SDT) on motivation. METHODS This was a qualitative analysis of data collected during a crossover randomized laboratory trial (N=92) testing 2 diabetes apps. Data sources included (1) observations during app testing and (2) survey responses on desired app features. Guided by the SDT, coding categories included app functions that could address psychological needs for motivation in self-management: competence, autonomy, and connectivity. RESULTS Patients described design features that addressed needs for competence, autonomy, and connectivity. To promote competence, electronic data recording and analysis should help patients track and understand blood glucose (BG) results necessary for planning behavior changes. To promote autonomy, BG trend analysis should empower patients to set safe and practical personalized behavioral goals based on time and the day of the week. To promote connectivity, app email or messaging function could share data reports and communicate with others on self-management advice. Additional themes that emerged are the top general app designs to promote positive user experience: patient-friendly; automatic features of data upload; voice recognition to eliminate typing data; alert or reminder on self-management activities; and app interactivity of a sound, message, or emoji change in response to keeping or not keeping BG in the target range. CONCLUSIONS The application of the SDT was useful in identifying motivational app designs that address the psychological needs of competence, autonomy, and connectivity. User-centered design concepts, such as being patient-friendly, differ from the SDT because patients need a positive user experience (ie, a technology need). Patients want engaging diabetes apps that go beyond data input and output. Apps should be easy to use, provide personalized analysis reports, be interactive to affirm positive behaviors, facilitate data sharing, and support patient-clinician communication.
Collapse
Affiliation(s)
- Helen N C Fu
- Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, IN, United States
- Richard M Fairbanks School of Public Health, Indiana University, Indianapolis, IN, United States
| | - Jean F Wyman
- School of Nursing, University of Minnesota, Minneapolis, MN, United States
| | | | | | - Titus Schleyer
- Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, IN, United States
- School of Medicine, Indiana University, Indianapolis, IN, United States
| | - Terrence J Adam
- College of Pharmacy, Department of Pharmaceutical Care & Health Systems, University of Minnesota, Minneapolis, MN, United States
- Institute of Health Informatics, University of Minnesota, Minneapolis, MN, United States
| |
Collapse
|
43
|
Mavragani A, Granja C, Solvoll T. Experiences and Expectations of Information and Communication Technologies in Flexible Assertive Community Treatment Teams: Qualitative Study. JMIR Form Res 2023; 7:e42796. [PMID: 36730062 PMCID: PMC9951080 DOI: 10.2196/42796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 01/19/2023] [Accepted: 02/02/2023] [Indexed: 02/03/2023] Open
Abstract
BACKGROUND Flexible Assertive Community Treatment (FACT) is a model of integrated care for patients with long-term serious mental illness. FACT teams deliver services using assertive outreach to treat patients who can be hard to reach by the health care service, and focus on both the patient's health and their social situation. However, in Norway, FACT team members have challenges with their information and communication (ICT) solutions. OBJECTIVE The aim of this study was to explore Norwegian FACT teams' experiences and expectations of their ICT solutions, including electronic health records, electronic whiteboards, and calendars. METHODS We gathered data in two phases. In the first phase, we conducted semistructured interviews with team leaders and team coordinators, and made observations in FACT teams targeting adults. In the second phase, we conducted semistructured group interviews in FACT teams targeting youth. We performed a thematic analysis of the data in a theoretical manner to address the specific objectives of the study. RESULTS A total of 8 teams were included, with 5 targeting adults and 3 targeting youth. Due to the COVID-19 pandemic, we were not able to perform observations in 2 of the teams targeting adults. Team leaders and coordinators in all 5 teams targeting adults were interviewed, with a total of 7 team members participating in the teams targeting youth. We found various challenges with communication, documentation, and organization for FACT teams. The COVID-19 pandemic was challenging for the teams and changed the way they used ICT solutions. There were issues with some technical solutions used in the teams, including electronic health records, electronic whiteboards, and calendars. Lack of integration and access to data were some of the main issues identified. CONCLUSIONS Despite the FACT model being successfully implemented in Norway, there are several issues regarding the ICT solutions they use, mainly related to access to data and integration. Further research is required to detail how improved ICT solutions should be designed. While FACT teams targeting adults and youth differ in some ways, their needs for ICT solutions are largely similar.
Collapse
Affiliation(s)
| | - Conceição Granja
- Norwegian Centre for e-Health Research, University Hospital of North Norway, Tromsø, Norway.,Faculty of Nursing and Health Sciences, Nord University, Bodø, Norway
| | - Terje Solvoll
- Norwegian Centre for e-Health Research, University Hospital of North Norway, Tromsø, Norway.,Faculty of Nursing and Health Sciences, Nord University, Bodø, Norway
| |
Collapse
|
44
|
Lovis C, Fraser M, Tuna M, Bruntz C, Dahrouge S. The Impact of an Electronic Portal on Patient Encounters in Primary Care: Interrupted Time-Series Analysis. JMIR Med Inform 2023; 11:e43567. [PMID: 36745495 PMCID: PMC9941901 DOI: 10.2196/43567] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 12/15/2022] [Accepted: 01/08/2023] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Electronic patient portals are online applications that allow patients access to their own health information, a form of asynchronous virtual care. The long-term impact of portals on the use of traditional primary care services is unclear, but it is an important question at this juncture, when portals are being incorporated into many primary care practices. OBJECTIVE We sought to investigate how an electronic patient portal affected the use of traditional, synchronous primary care services over a much longer time period than any existing studies and to assess the impact of portal messaging on clinicians' workload. METHODS We conducted a propensity-score-matched, open-cohort, interrupted time-series evaluation of a primary care portal from its implementation in 2010. We extracted information from the electronic medical record regarding age, sex, education, income, family health team enrollment, diagnoses at index date, and number of medications prescribed in the previous year. We also extracted the annual number of encounters for up to 8 years before and after the index date and provider time spent on secure messaging through the portal. RESULTS A total of 7247 eligible portal patients and 7647 eligible potential controls were identified, with 3696 patients matched one to one. We found that portal registration was associated with an increase in the number of certain traditional encounters over the time period surrounding portal registration. Following the index year, there was a significant jump in annual number of visits to physicians in the portal arm (0.42 more visits/year vs control, P<.001) but not for visits to nurse practitioners and physician assistants. The annual number of calls to the practice triage nurses also showed a greater increase in the portal arm compared to the control arm after the index year (an additional 0.10 calls, P=.006). The average provider time spent on portal-related work was 5.7 minutes per patient per year. CONCLUSIONS We found that portal registration was associated with a subsequent increase in the number of some traditional encounters and an increase in clerical workload for providers. Portals have enormous potential to truly engage patients as partners in their own health care, but their impact on use of traditional health care services and clerical burden must also be considered when they are incorporated into primary care.
Collapse
Affiliation(s)
| | - Mark Fraser
- West Carleton Family Health Team, Carp, ON, Canada
| | - Meltem Tuna
- ICES, Ottawa, ON, Canada.,Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | | | - Simone Dahrouge
- Department of Family Medicine, University of Ottawa, Ottawa, ON, Canada.,Bruyère Research Institute, Ottawa, ON, Canada
| |
Collapse
|
45
|
Zary N, Eysenbach G, Marie R, Bourgeois M, Mandigout S. Measured and Perceived Exercise Intensity During the Performance of Single-Task, Cognitive-Motor Dual-Task, and Exergame Training: Transversal Study. JMIR Serious Games 2023; 11:e36126. [PMID: 36729572 PMCID: PMC9936361 DOI: 10.2196/36126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Revised: 09/13/2022] [Accepted: 10/31/2022] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND The physical and cognitive loads borne during exergaming may differ from more conventional cognitive-motor dual-task trainings. OBJECTIVE The aim of this pilot transversal study was to compare objectively measured and perceived exercise intensity during exergame, cognitive-motor dual-task, and single-task training sessions. METHODS We recruited apparently healthy young adults who carried out one session of each type of training: exergaming, cognitive-motor dual-tasking, and single-tasking. We used a custom-made exergame as support. The sessions lasted 30 minutes, were spaced at least 24 hours apart, and took place in random order for each group of 4 participants. We used heart rates to assess exercise intensity and the modified Borg scale to assess perception of intensity. In all, 16 apparently healthy young participants carried out all sessions. RESULTS There was no difference between the different types of training in mean heart rates (P=.27), peak heart rates (P=.50), or Borg scale scores (P=.40). Our custom-made exergame's objectively measured and perceived physical load did not differ between cognitive-motor dual-task and single-task training. CONCLUSIONS As a result, our exergame can be considered to be as challenging as more traditional physical training. Future studies should be conducted in older adults with or without cognitive impairments and incorporate an assessment of cognitive performance.
Collapse
|
46
|
Rashi T, Yom-Tov E. Ethics of Medical Archival Internet Research Data. J Med Internet Res 2023; 25:e43754. [PMID: 36719736 PMCID: PMC9929718 DOI: 10.2196/43754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2022] [Revised: 12/27/2022] [Accepted: 01/12/2023] [Indexed: 01/13/2023] Open
Abstract
Medical research based on internet archive data, which in some ways is quite different from other data-based studies, is becoming more and more common. Despite its uniqueness and the challenges that characterize it, clear ethical rules designed to guide practitioners in this field have not yet been written. This article points to the lacuna that exists in legal and ethical texts today and offers an ethically balancing alternative. Among other features, the balance is based on the famous three laws of robotics by Asimov and a series of values, including transparency, accountability, fairness, and privacy.
Collapse
Affiliation(s)
- Tsuriel Rashi
- School of Communication, Ariel University, Ariel, Israel
| | | |
Collapse
|
47
|
Boggiss AL, Consedine NS, Hopkins S, Silvester C, Jefferies C, Hofman P, Serlachius AS. A Self-Compassion Chatbot to Improve the Wellbeing of Adolescents with Type 1 Diabetes During the COVID-19 Pandemic: What do Adolescents and their Healthcare Professionals Want? JMIR Diabetes 2023; 8:e40641. [PMID: 36939680 PMCID: PMC10166132 DOI: 10.2196/40641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 11/08/2022] [Accepted: 01/30/2023] [Indexed: 01/31/2023] Open
Abstract
BACKGROUND Prior to the coronavirus (COVID-19) pandemic, adolescents with type 1 diabetes (T1D) already experienced far greater rates of psychological distress than their peers. With the pandemic further challenging mental health and increasing the barriers to maintaining optimal diabetes self-management, it is vital this population has access to remotely deliverable, evidence-based interventions to improve psychological and diabetes outcomes. Chatbots, defined as digital conversational agents, offer these unique advantages, as well as the ability to engage in empathetic and personalized conversations 24/7. Building on previous work developing a self-compassion program for adolescents with T1D, a self-compassion chatbot was developed for adolescents with T1D to address these concerns. However, the acceptability and potential clinical usability of a chatbot to deliver self-compassion coping tools to adolescents with T1D remained unknown. OBJECTIVE This qualitative study was designed to evaluate the acceptability and potential clinical utility of a novel self-compassion chatbot (called 'COMPASS') among adolescents aged 12 to 16 years with T1D and their diabetes healthcare professionals. METHODS Potential adolescent participants were recruited from previous participant lists, and online and in-clinic study flyers, whereas healthcare professionals were recruited from clinic emails and diabetes research special interest groups. Qualitative Zoom interviews exploring views on a newly developed self-compassion chatbot were conducted with 19 adolescents (in 4 focus groups), and 11 diabetes healthcare professionals (in 2 focus groups and 6 individual interviews), from March to April 2022. Transcripts were analyzed using directed content analysis to examine the features and content of greatest importance to both groups. RESULTS Adolescents were broadly representation of the youth population living with T1D in Aotearoa (58% female, 68% Aotearoa New Zealand European, 11% Māori). Healthcare professionals represented a range of disciplines including Diabetes Nurse Specialists (n = 3), Health Psychologists (n = 3), Dieticians (n = 3), and Endocrinologists (n = 2). Findings offer early insight into what adolescents with T1D and their healthcare professionals see as shared advantages of COMPASS and desired future additions, such as personalization (mentioned by all 19 adolescents), self-management support (mentioned by 13 of 19 adolescents), clinical utility (mentioned by all 11 healthcare professionals), and breadth and flexibility of tools (mentioned by 10 of 11 healthcare professionals). CONCLUSIONS Early data suggest that a self-compassion chatbot for adolescents with T1D is acceptable, relevant to common difficulties, and offers clinical utility during the COVID-19 pandemic. However, shared desired features amongst both groups, including problem-solving and integration with diabetes technology to support self-management, creating a safe peer-to-peer sense of community, and broadening the representation of different cultures, lived experience stories, and diabetes challenges, could further improve the potential of the chatbot. Based on these findings, the COMPASS chatbot is currently being improved to be tested in a future feasibility study. CLINICALTRIAL
Collapse
Affiliation(s)
- Anna Lynette Boggiss
- Department of Psychological Medicine, Faculty of Medical and Health Sciences, University of Auckland, Level 3, Building 507, 22-30 Park Avenue, Grafton, Auckland, NZ
| | - Nathan Sacha Consedine
- Department of Psychological Medicine, Faculty of Medical and Health Sciences, University of Auckland, Level 3, Building 507, 22-30 Park Avenue, Grafton, Auckland, NZ
| | - Sarah Hopkins
- Department of Psychological Medicine, Faculty of Medical and Health Sciences, University of Auckland, Level 3, Building 507, 22-30 Park Avenue, Grafton, Auckland, NZ
| | | | - Craig Jefferies
- Starship Children's Health, Auckland City Hospital, Auckland, NZ
| | - Paul Hofman
- Liggins Institute, University of Auckland, Auckland, NZ
| | - Anna Sofia Serlachius
- Department of Psychological Medicine, Faculty of Medical and Health Sciences, University of Auckland, Level 3, Building 507, 22-30 Park Avenue, Grafton, Auckland, NZ
| |
Collapse
|
48
|
Mavragani A, Yan RJ, Harkin LJ, Katz D, Stevenson C, Mehta V, Giles E, Talbot C, Gooch D, Bennasar M, Self T, Nuseibeh B, Price B. Digital Intervention in Loneliness in Older Adults: Qualitative Analysis of User Studies. JMIR Form Res 2023; 7:e42172. [PMID: 36705962 PMCID: PMC9919429 DOI: 10.2196/42172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 11/18/2022] [Accepted: 12/01/2022] [Indexed: 12/02/2022] Open
Abstract
BACKGROUND Loneliness is a significant well-being issue that affects older adults. Existing, commonly used social connection platforms do not contain facilities to break the cognitive cycle of loneliness, and loneliness interventions implemented without due processes could have detrimental effects on well-being. There is also a lack of digital technology designed with older adults. OBJECTIVE We aimed to iteratively design a user-centered smartphone app that can address loneliness in older adults. The aim of this study was to investigate the loneliness-related psychological processes that our conceptual smartphone app promotes. We also identified the emergent needs and concerns that older adults raised regarding the potential benefits and detriments of the app. METHODS We used technology probes to elicit older adults' reflections on the concept of using the app in 2 studies as follows: concept focus groups (n=33) and concept interviews (n=10). We then conducted a prototype trial with 1 week of use and follow-up interviews (n=12). RESULTS Thematic analysis explored the experiences and emergent challenges of our app through the design process. This led to the development of 4 themes as follows occurring in all 3 qualitative data sets: reflection on a digital social map is reassuring; app features encourage socializing; the risk of compounding loneliness; and individuals feel more control with mutual, socially beneficial activities. CONCLUSIONS Smartphone apps have the potential to increase older adults' awareness of the richness of their social connections, which may support loneliness reduction. Our qualitative approach to app design enabled the inclusion of older adults' experiences in technology design. Thus, we conclude that the older adults in our study most desired functionalities that can support mutual activities and maintain or find new connections rather than enable them to share an emotional state. They were wary of the app replacing their preferred in-person social interaction. Participants also raised concerns about making the user aware of the lack of support in their social network and wanted specific means of addressing their needs. Further user-centered design work could identify how the app can support mutual activities and socializing.
Collapse
Affiliation(s)
| | - Ronnie Jieru Yan
- Department of Psychology, Nottingham Trent University, Nottingham, United Kingdom
| | - Lydia Jo Harkin
- Department of Psychology, Nottingham Trent University, Nottingham, United Kingdom
| | - Dmitri Katz
- Computing and Communications, The Open University, Milton Keynes, United Kingdom
| | - Clifford Stevenson
- Department of Psychology, Nottingham Trent University, Nottingham, United Kingdom
| | - Vikram Mehta
- Computing and Communications, The Open University, Milton Keynes, United Kingdom
| | - Emilie Giles
- Graphic Design, School of Arts and Communication, Arts University Bournemouth, Bournemouth, United Kingdom
| | - Catherine Talbot
- Department of Psychology, Bournemouth University, Bournemouth, United Kingdom
| | - Daniel Gooch
- Computing and Communications, The Open University, Milton Keynes, United Kingdom
| | - Mohamed Bennasar
- Computing and Communications, The Open University, Milton Keynes, United Kingdom
| | - Tara Self
- Department of Psychology, Nottingham Trent University, Nottingham, United Kingdom
| | - Bashar Nuseibeh
- Computing and Communications, The Open University, Milton Keynes, United Kingdom.,Lero - The Irish Software Research Centre, University of Limerick, Limerick, Ireland
| | - Blaine Price
- Computing and Communications, The Open University, Milton Keynes, United Kingdom
| |
Collapse
|
49
|
Mavragani A, Matejko B, Juza A, Kieć-Wilk B, Krzyżowska S, Cohen O, Da Silva J, Lushchyk M, Malecki MT, Klupa T. Improvement of Selected Psychological Parameters and Quality of Life of Patients With Type 1 Diabetes Mellitus Undergoing Transition From Multiple Daily Injections and Self-Monitoring of Blood Glucose Directly to the MiniMed 780G Advanced Hybrid Closed-Loop System: Post hoc Analysis of a Randomized Control Study. JMIR Form Res 2023; 7:e43535. [PMID: 36692945 PMCID: PMC9906310 DOI: 10.2196/43535] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 12/13/2022] [Accepted: 12/13/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND While introducing new technologies and methods of treatment for type 1 diabetes mellitus (T1DM), it seems essential to monitor whether modern technologies in diabetes treatment may improve the psychological and emotional status of patients. OBJECTIVE This study aims to assess the baseline psychological parameters of patients with T1DM during investigation of the direct transition from multiple daily injections (MDI) and self-monitoring of blood glucose (SMBG) to the MiniMed 780G advanced hybrid closed-loop (AHCL) system and to evaluate changes in the psychological well-being and quality of life (QoL) after the transition in these individuals versus the control group. METHODS The trial was a 2-center, randomized controlled, parallel group study. In total, 41 patients with T1DM managed with MDI or SMBG were enrolled and randomized either to the AHCL or the MDI+SMBG group. Of these, 37 (90%) participants (mean age 40.3 years, SD 8.0 years; mean duration of diabetes 17.3, SD 12.1 years; mean hemoglobin A1c [HbA1c] 7.2%, SD 1.0%) completed the study (AHCL: n=20, 54%; MDI+SMBG: n=17, 46%). Psychological parameters (level of stress, coping mechanisms, level of anxiety, self-efficacy level, acceptance of illness, locus of control of illness, life satisfaction, QoL) were measured at baseline and at the end of the study using 10 psychological questionnaires. RESULTS At baseline, the general level of stress of the examined patients was higher than in the general healthy Polish population (P=.001), but coping strategies used in stressful situations were significantly more effective and the level of self-efficacy (P<.001) was much higher than in the general population. The patients in this study accepted their illness more than patients with diabetes from the general Polish population (P<.001), but they felt that their health does not depend on them compared to the general population (P<.001). The overall life satisfaction was similar to that of the general population (P=.161). After 3 months from transition, the AHCL group reported an increase in 4 scales of the QoL-feeling well (P=.042), working (P=.012), eating as I would like (P=.011), and doing normal things (P=.034)-in comparison to the control group, where no significant change occurred. The level of both state anxiety and trait anxiety decreased in the AHCL group: State-Trait Anxiety Inventory (STAI) X1 scores (P=.009), STAI X1 stens (P=.013), and STAI X2 scores (P=.022). The AHCL group became more emotion oriented in stressful situations (Coping Inventory for Stressful Situations [CISS] E; P=.043) and significantly less self-blaming after 3 months of the study (P=.020). CONCLUSIONS The results indicate that the patients who decided to take part in the transition study were characterized by higher levels of stress than the general healthy population but had better coping strategies and self-efficacy. Furthermore, transitioning from MDI+SMBG treatment to the AHCL in patients naive to technology may significantly improve psychological well-being and QoL within 3 months. The rapidity of these changes suggests that they may be related to the significant improvement in glycemic outcomes but also significantly less burdened diabetes self-management. TRIAL REGISTRATION ClinicalTrials.gov NCT04616391; https://clinicaltrials.gov/ct2/show/NCT04616391.
Collapse
Affiliation(s)
| | - Bartłomiej Matejko
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,Hospital University in Krakow, Krakow, Poland
| | - Anna Juza
- Clinical Provincial Hospital of Frederic Chopin No 1 in Rzeszów, Rzeszów, Poland.,College of Medical Sciences, University of Rzeszow, Rzeszow, Poland
| | | | | | - Ohad Cohen
- Medtronic, Northridge, California, CA, United States
| | - Julien Da Silva
- Medtronic International Trading Sàrl, Tolochenaz, Switzerland
| | - Maxim Lushchyk
- Belarusian Medical Academy of Postgraduate Education, Minsk, Belarus
| | - Maciej T Malecki
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,Hospital University in Krakow, Krakow, Poland
| | - Tomasz Klupa
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,Hospital University in Krakow, Krakow, Poland
| |
Collapse
|
50
|
Du Y, Roberts P, Liu W. Facilitators and Barriers of Tai Chi Practice in Community-Dwelling Older Adults: Qualitative Study. Asian Pac Isl Nurs J 2023; 7:e42195. [PMID: 36720122 PMCID: PMC9976991 DOI: 10.2196/42195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 12/31/2022] [Accepted: 01/03/2023] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND Numerous studies have documented the beneficial effects of Tai Chi on a variety of health outcomes, especially in older adults. However, only few studies have examined how to improve the practice and adherence of this Asian-originated exercise among older adults in Western countries. OBJECTIVE This study aimed to identify facilitators and barriers to Tai Chi practice and adherence in community-dwelling older adults. METHODS This study analyzed the qualitative data collected from 13 participants (mean age 62.0, SD 10.3) at the end of a 15-week randomized controlled trial conducted at a day activity senior center. Semistructured interviews were conducted, recorded, and transcribed; and the data were analyzed using inductive thematic analysis. RESULTS Four themes emerged: perceived benefit, threats, facilitators, and barriers. Perceived threats (eg, aging and side effects of medications) and perceived benefits of Tai Chi (eg, balance) inspired participants' engagement in Tai Chi exercise. On the other hand, barriers to Tai Chi practice and adherence included instructor's teaching style, the complexity of Tai Chi postures and movements, and existing health conditions (eg, hip problems). In essence, factors like Tai Chi class availability, family and peer support, as well as practicing Tai Chi with music may facilitate Tai Chi exercise adherence. CONCLUSIONS The study findings could provide valuable information to health professionals, such as nurses and physical therapists, in developing and implementing effective Tai Chi programs in care plans. Considering health conditions, tailoring Tai Chi exercise instruction styles, encouraging social and peer support, and incorporating music may promote Tai Chi practice and adherence.
Collapse
Affiliation(s)
- Yan Du
- School of Nursing, University of Texas Health Science Center at San Antonio, San Antonio, TX, United States
| | - Penny Roberts
- Department of Music, Loyola University, New Orleans, LA, United States
| | - Wei Liu
- School of Health Professionals, University of Texas Health Science Center at San Antonio, San Antonio, TX, United States
| |
Collapse
|