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Zawati MH, Lang M. Does an App a Day Keep the Doctor Away? AI Symptom Checker Applications, Entrenched Bias, and Professional Responsibility. J Med Internet Res 2024; 26:e50344. [PMID: 38838309 PMCID: PMC11187504 DOI: 10.2196/50344] [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: 06/27/2023] [Revised: 12/01/2023] [Accepted: 04/03/2024] [Indexed: 06/07/2024] Open
Abstract
The growing prominence of artificial intelligence (AI) in mobile health (mHealth) has given rise to a distinct subset of apps that provide users with diagnostic information using their inputted health status and symptom information-AI-powered symptom checker apps (AISympCheck). While these apps may potentially increase access to health care, they raise consequential ethical and legal questions. This paper will highlight notable concerns with AI usage in the health care system, further entrenchment of preexisting biases in the health care system and issues with professional accountability. To provide an in-depth analysis of the issues of bias and complications of professional obligations and liability, we focus on 2 mHealth apps as examples-Babylon and Ada. We selected these 2 apps as they were both widely distributed during the COVID-19 pandemic and make prominent claims about their use of AI for the purpose of assessing user symptoms. First, bias entrenchment often originates from the data used to train AI systems, causing the AI to replicate these inequalities through a "garbage in, garbage out" phenomenon. Users of these apps are also unlikely to be demographically representative of the larger population, leading to distorted results. Second, professional accountability poses a substantial challenge given the vast diversity and lack of regulation surrounding the reliability of AISympCheck apps. It is unclear whether these apps should be subject to safety reviews, who is responsible for app-mediated misdiagnosis, and whether these apps ought to be recommended by physicians. With the rapidly increasing number of apps, there remains little guidance available for health professionals. Professional bodies and advocacy organizations have a particularly important role to play in addressing these ethical and legal gaps. Implementing technical safeguards within these apps could mitigate bias, AIs could be trained with primarily neutral data, and apps could be subject to a system of regulation to allow users to make informed decisions. In our view, it is critical that these legal concerns are considered throughout the design and implementation of these potentially disruptive technologies. Entrenched bias and professional responsibility, while operating in different ways, are ultimately exacerbated by the unregulated nature of mHealth.
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Affiliation(s)
- Ma'n H Zawati
- Centre of Genomics and Policy, McGill University, Montreal, QC, Canada
| | - Michael Lang
- Centre of Genomics and Policy, McGill University, Montreal, QC, Canada
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Bagot KL, Bladin CF, Vu M, Bernard S, Smith K, Hocking G, Coupland T, Hutton D, Badcock D, Budge M, Nadurata V, Pearce W, Hall H, Kelly B, Spencer A, Chapman P, Oqueli E, Sahathevan R, Kraemer T, Hair C, Dion S, McGuinness C, Cadilhac DA. Factors influencing the successful implementation of a novel digital health application to streamline multidisciplinary communication across multiple organisations for emergency care. J Eval Clin Pract 2024; 30:184-198. [PMID: 37721181 DOI: 10.1111/jep.13923] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 08/04/2023] [Accepted: 08/15/2023] [Indexed: 09/19/2023]
Abstract
RATIONALE Delivering optimal patient health care requires interdisciplinary clinician communication. A single communication tool across multiple pre-hospital and hospital settings, and between hospital departments is a novel solution to current systems. Fit-for-purpose, secure smartphone applications allow clinical information to be shared quickly between health providers. Little is known as to what underpins their successful implementation in an emergency care context. AIMS To identify (a) whether implementing a single, digital health communication application across multiple health care organisations and hospital departments is feasible; (b) the barriers and facilitators to implementation; and (c) which factors are associated with clinicians' intentions to use the technology. METHODS We used a multimethod design, evaluating the implementation of a secure, digital communication application (Pulsara™). The technology was trialled in two Australian regional hospitals and 25 Ambulance Victoria branches (AV). Post-training, clinicians involved in treating patients with suspected stroke or cardiac events were administered surveys measuring perceived organisational readiness (Organisational Readiness for Implementing Change), clinicians' intentions (Unified Theory of Acceptance and Use of Technology) and internal motivations (Self-Determination Theory) to use Pulsara™, and the perceived benefits and barriers of use. Quantitative data were descriptively summarised with multivariable associations between factors and intentions to use Pulsara™ examined with linear regression. Qualitative data responses were subjected to directed content analysis (two coders). RESULTS Participants were paramedics (n = 82, median 44 years) or hospital-based clinicians (n = 90, median 37 years), with organisations perceived to be similarly ready. Regression results (F(11, 136) = 21.28, p = <0.001, Adj R2 = 0.60) indicated Habit, Effort Expectancy, Perceived Organisational Readiness, Performance Expectancy and Organisation membership (AV) as predictors of intending to use Pulsara™. Themes relating to benefits (95% coder agreement) included improved communication, procedural efficiencies and faster patient care. Barriers (92% coder agreement) included network accessibility and remembering passwords. PulsaraTM was initiated 562 times. CONCLUSION Implementing multiorganisational, digital health communication applications is feasible, and facilitated when organisations are change-ready for an easy-to-use, effective solution. Developing habitual use is key, supported through implementation strategies (e.g., hands-on training). Benefits should be emphasised (e.g., during education sessions), including streamlining communication and patient flow, and barriers addressed (e.g., identify champions and local technical support) at project commencement.
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Affiliation(s)
- Kathleen L Bagot
- Public Health and Health Services Research, Stroke theme, The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Heidelberg, Victoria, Australia
- Stroke and Ageing Research, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Chris F Bladin
- Public Health and Health Services Research, Stroke theme, The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Heidelberg, Victoria, Australia
- Ambulance Victoria, Doncaster, Victoria, Australia
- Eastern Health Clinical School, Monash University, Clayton, Victoria, Australia
| | - Michelle Vu
- Public Health and Health Services Research, Stroke theme, The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Heidelberg, Victoria, Australia
| | - Stephen Bernard
- Ambulance Victoria, Doncaster, Victoria, Australia
- Department of Epidemiology and Preventive Medicine, Monash University, Clayton, Victoria, Australia
| | - Karen Smith
- Ambulance Victoria, Doncaster, Victoria, Australia
- Department of Epidemiology and Preventive Medicine, Monash University, Clayton, Victoria, Australia
- Department of Paramedicine, Monash University, Clayton, Victoria, Australia
- Research and Innovation, Silverchain Group, Melbourne, Victoria, Australia
| | | | | | - Debra Hutton
- Grampians Health Ballarat, Ballarat, Victoria, Australia
| | | | - Marc Budge
- Bendigo Health, Bendigo, Victoria, Australia
| | | | - Wayne Pearce
- Ambulance Victoria, Doncaster, Victoria, Australia
| | - Howard Hall
- Ambulance Victoria, Doncaster, Victoria, Australia
| | - Ben Kelly
- Grampians Health Ballarat, Ballarat, Victoria, Australia
| | - Angie Spencer
- Grampians Health Ballarat, Ballarat, Victoria, Australia
| | | | - Ernesto Oqueli
- Grampians Health Ballarat, Ballarat, Victoria, Australia
- Department of Medicine, Deakin University, Burwood, Victoria, Australia
| | - Ramesh Sahathevan
- Grampians Health Ballarat, Ballarat, Victoria, Australia
- Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Victoria, Australia
- Ballarat Clinical School, School of Medicine, Deakin University, Ballarat, Australia
| | - Thomas Kraemer
- Grampians Health Ballarat, Ballarat, Victoria, Australia
| | - Casey Hair
- Grampians Health Ballarat, Ballarat, Victoria, Australia
| | - Stub Dion
- Ambulance Victoria, Doncaster, Victoria, Australia
- Department of Epidemiology and Preventive Medicine, Monash University, Clayton, Victoria, Australia
| | - Connor McGuinness
- Public Health and Health Services Research, Stroke theme, The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Heidelberg, Victoria, Australia
| | - Dominique A Cadilhac
- Public Health and Health Services Research, Stroke theme, The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Heidelberg, Victoria, Australia
- Stroke and Ageing Research, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
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Christen A, Benedetti FD, Händler-Schuster D. Connected health services: Health professionals' role as seen by parents of a child with inflammatory bowel disease. Digit Health 2024; 10:20552076241271772. [PMID: 39156050 PMCID: PMC11329971 DOI: 10.1177/20552076241271772] [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: 12/01/2023] [Accepted: 07/02/2024] [Indexed: 08/20/2024] Open
Abstract
Objective Connected health services will change the scope of health professionals' roles. It is unclear how parents of a child with inflammatory bowel disease perceive the role of health professionals in relation to these services and what their experiences and needs are. The purpose of this study is to highlight parents' experiences with this role. Furthermore, it aims to outline the fundamental needs that parents have regarding this role, in order to promote audience-specific access to these services and derive overarching action measures. Methods Fourteen parents of children with inflammatory bowel disease from seven different clinics in Switzerland were recruited. Between August 2022 and February 2023, these parents were interviewed in semi-structured interviews. The interviews were analyzed using a structured qualitative content analysis. Results Five main categories were identified, with few parents having prior experience with the role of health professionals in this area. Parents saw health professionals in the role of gatekeepers, transferers of knowledge and in a supporting function for these services. From the parents' perspective, health professionals should recognize the limitations of these services and use them as a complement to standard treatment. Conclusion The role of health professionals in relation to connected health services needs to be adapted from the parents' perspective. To meet the needs of parents, health professionals must have access to these services. In addition to health professionals' personal engagement with these services, institutional and policy changes, as well as research on role development from the perspective of other stakeholders are needed.
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Affiliation(s)
- Aline Christen
- Institute of Nursing School of Health Sciences, ZHAW Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Franzisca Domeisen Benedetti
- Institute of Nursing School of Health Sciences, ZHAW Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Daniela Händler-Schuster
- Institute of Nursing School of Health Sciences, ZHAW Zurich University of Applied Sciences, Winterthur, Switzerland
- Institute of Nursing Science, Department of Nursing Science and Gerontology, UMIT TIROL Private University of Health Sciences and Health Technology, Hall in Tyrol, Austria
- School of Nursing, Midwifery and Health Practice, Te Herenga Waka, Victoria University of Wellington, Wellington, New Zealand
- School of Public Health and Social Work, Faculty of Health at Queensland University of Technology, Brisbane, Australia
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Coffetti E, Paans W, Roodbol PF, Zuidersma J. Individual and Team Factors Influencing the Adoption of Information and Communication Technology by Nurses: A Systematic Review. Comput Inform Nurs 2022; 41:00024665-990000000-00006. [PMID: 36150090 PMCID: PMC10090364 DOI: 10.1097/cin.0000000000000931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The aim of this review was to explore which factors influence nurses' adoption of information and communication technology. A systematic review was conducted using qualitative and quantitative studies. The authors performed the search strategy in the databases of PubMed, CINAHL, and IEEE and included articles published between January 2011 and July 2021. This review explores the following factors: collaboration, leadership, and individual and team factors-that, according to qualitative and quantitative research, seem to influence nurses' adoption of information and communication technology. A gradual implementation process of the information and communication technology, involvement from care professionals in the implementation process, and team functioning are important factors to consider when adopting information and communication technology. In addition to these, individual factors such as age, experience, attitude, and knowledge are also influencing factors. The review suggests that collaboration is important within the implementation of information and communication technology in care and that it positively influences nurses' adoption of it. Individual factors are researched more extensively than collaboration, leadership, and team factors. Although they also appear to influence the adoption of information and communication technology, there is insufficient evidence to convincingly substantiate this.
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Aggarwal R, Visram S, Martin G, Sounderajah V, Gautama S, Jarrold K, Klaber R, Maxwell S, Neal J, Pegg J, Redhead J, King D, Ashrafian H, Darzi A. Defining the Enablers and Barriers to the Implementation of Large-scale, Health Care–Related Mobile Technology: Qualitative Case Study in a Tertiary Hospital Setting. JMIR Mhealth Uhealth 2022; 10:e31497. [PMID: 35133287 PMCID: PMC8864527 DOI: 10.2196/31497] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 10/11/2021] [Accepted: 12/14/2021] [Indexed: 11/29/2022] Open
Abstract
Background The successful implementation of clinical smartphone apps in hospital settings requires close collaboration with industry partners. A large-scale, hospital-wide implementation of a clinical mobile app for health care professionals developed in partnership with Google Health and academic partners was deployed on a bring-your-own-device basis using mobile device management at our UK academic hospital. As this was the first large-scale implementation of this type of innovation in the UK health system, important insights and lessons learned from the deployment may be useful to other organizations considering implementing similar technology in partnership with commercial companies. Objective The aims of this study are to define the key enablers and barriers and to propose a road map for the implementation of a hospital-wide clinical mobile app developed in collaboration with an industry partner as a data processor and an academic partner for independent evaluation. Methods Semistructured interviews were conducted with high-level stakeholders from industry, academia, and health care providers who had instrumental roles in the implementation of the app at our hospital. The interviews explored the participants’ views on the enablers and barriers to the implementation process. The interviews were analyzed using a broadly deductive approach to thematic analysis. Results In total, 14 participants were interviewed. Key enablers identified were the establishment of a steering committee with high-level clinical involvement, well-defined roles and responsibilities between partners, effective communication strategies with end users, safe information governance precautions, and increased patient engagement and transparency. Barriers identified were the lack of dedicated resources for mobile change at our hospital, risk aversion, unclear strategy and regulation, and the implications of bring-your-own-device and mobile device management policies. The key lessons learned from the deployment process were highlighted, and a road map for the implementation of large-scale clinical mobile apps in hospital settings was proposed. Conclusions Despite partnering with one of the world’s biggest technology companies, the cultural and technological change required for mobile working and implementation in health care was found to be a significant challenge. With an increasing requirement for health care organizations to partner with industry for advanced mobile technologies, the lessons learned from our implementation can influence how other health care organizations undertake a similar mobile change and improve the chances of successful widespread mobile transformation.
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Affiliation(s)
- Ravi Aggarwal
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
- Department of Surgery & Cancer, Imperial College London, London, United Kingdom
| | - Sheena Visram
- Department of Computer Science, University College London, London, United Kingdom
| | - Guy Martin
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
- Department of Surgery & Cancer, Imperial College London, London, United Kingdom
| | - Viknesh Sounderajah
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
- Department of Surgery & Cancer, Imperial College London, London, United Kingdom
| | - Sanjay Gautama
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Kevin Jarrold
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Robert Klaber
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Shona Maxwell
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - John Neal
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Jack Pegg
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Julian Redhead
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Dominic King
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
| | - Hutan Ashrafian
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
- Department of Surgery & Cancer, Imperial College London, London, United Kingdom
| | - Ara Darzi
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
- Department of Surgery & Cancer, Imperial College London, London, United Kingdom
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Gomes N, Caroço J, Rijo R, Martinho R, Querido A, Peralta T, Dixe MDA. Evaluation of an e-health platform for informal caregivers and health professionals: the case study of Help2Care. Inform Health Soc Care 2021; 47:144-158. [PMID: 34404326 DOI: 10.1080/17538157.2021.1964509] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
The Help2Care e-Health platform was developed in order to capacitate informal caregivers with digital, multimedia training materials. Health professionals select these materials according to the needs of the homebound patients under the supervision of these caregivers. In turn, caregiver can then use their smartphones to consult and apply the care procedures illustrated by these materials. In this paper, we present the results of performed usability tests for both web and mobile software applications of the Help2Care platform. These indicate an overall positive outcome, revealing less usable aspects such as the navigation flow in the web application and some design elements in the mobile application. Important written feedback was also collected, which we took into consideration to improve the software features of the platform.
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Affiliation(s)
- N Gomes
- School of Technology and Management, Polytechnic Institute of Leiria, Leiria, Portugal
| | - J Caroço
- School of Technology and Management, Polytechnic Institute of Leiria, Leiria, Portugal
| | - R Rijo
- School of Technology and Management, Polytechnic Institute of Leiria, Leiria, Portugal.,Centre for Research in Health Technologies and Information Systems (CINTESIS), University of Porto, Porto, Portugal.,Institute for Systems Engineering and Computers at Coimbra (INESC Coimbra), University of Coimbra, Coimbra, Portugal.,Faculty of Medicine of the University of São Paulo, Health Intelligence Laboratory, Ribeirão Preto/São Paulo, Brazi
| | - R Martinho
- School of Technology and Management, Polytechnic Institute of Leiria, Leiria, Portugal.,Centre for Research in Health Technologies and Information Systems (CINTESIS), University of Porto, Porto, Portugal
| | - A Querido
- Centre for Research in Health Technologies and Information Systems (CINTESIS), University of Porto, Porto, Portugal.,School of Health Sciences, Polytechnic Institute of Leiria, Leiria, Portugal.,Center for Innovative Care and Health Technology (Citechcare), Leiria, Portugal
| | - T Peralta
- Center for Innovative Care and Health Technology (Citechcare), Leiria, Portugal.,Emergency department, Hospital Center of Leiria, Leiria, Portugal
| | - Maria Dos Anjos Dixe
- School of Health Sciences, Polytechnic Institute of Leiria, Leiria, Portugal.,Center for Innovative Care and Health Technology (Citechcare), Leiria, Portugal
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Dehnavi Z, Ayatollahi H, Hemmat M, Abbasi R. Health Information Technology and Diabetes Management: A Review of Motivational and Inhibitory Factors. Curr Diabetes Rev 2021; 17:268-279. [PMID: 32682380 DOI: 10.2174/1573399816666200719012849] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Revised: 06/27/2020] [Accepted: 06/28/2020] [Indexed: 01/19/2023]
Abstract
BACKGROUND Health information technology helps patients to take better care of themselves and improves health status of patients with chronic diseases, such as diabetes. OBJECTIVE This study aimed to identify factors influencing the use of health information technology in diabetes management. METHODS This was a review study conducted in 2019. To obtain the related articles, databases, including Scopus, Web of Science, Proquest, and PubMed, were searched and the time frame was between 2010 and 2018. Initially, 1159 articles were retrieved and after screening, 28 articles were selected to be included in the study. RESULTS Factors influencing the use of health information technology in diabetes management could be divided into the motivational and inhibitory factors, and each of them could be categorized into five groups of organizational, technical, economic, individual, and ethical/legal factors. The motivational factors included training, system ease of use, economic support, having computer literacy, and maintaining privacy and confidentiality. The inhibitory factors included a lack of long-term planning, technical problems, inadequate financial resources, old age, and concerns over confidentiality issues. CONCLUSION Identifying motivational and inhibitory factors can help to make better use of technology for diabetes management. This approach, in turn, can improve the acceptability of the technology and save cost, reduce long-term complications of diabetes, and improve the quality of life in diabetic patients.
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Affiliation(s)
- Zari Dehnavi
- School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran
| | - Haleh Ayatollahi
- Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Morteza Hemmat
- Department of Health Information Technology, Saveh University of Medical Sciences, Saveh, Iran
| | - Rowshanak Abbasi
- Endocrinology and Metabolism Research Institute, Iran University of Medical Sciences, Tehran, Iran
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Li HL, Chan YC, Huang JX, Cheng SW. Pilot Study Using Telemedicine Video Consultation for Vascular Patients' Care During the COVID-19 Period. Ann Vasc Surg 2020; 68:76-82. [PMID: 32562832 PMCID: PMC7836856 DOI: 10.1016/j.avsg.2020.06.023] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Revised: 06/07/2020] [Accepted: 06/09/2020] [Indexed: 11/25/2022]
Abstract
Background The aim of this pilot study was to evaluate the effectiveness and patients satisfaction of using telemedicine virtual communications to provide remote health care to vascular patients during the coronavirus disease 2019 (COVID-19) period in China. Methods Video calls using WeChat software (Tencent, Shenzhen, China) between patients and vascular surgeons were conducted in a period when there were restrictions and limitations for people’ travels in China. At the end of each video call, a short questionnaire was used to evaluate the patient satisfaction level. Results During the COVID-19 period from 19 February to March 16, 2020, a sample of 114 from 165 (69%) patients was reached after one phone call attempt. One hundred forty-two telemedicine remote communications were made between the two vascular surgeons and 114 patients. The mean age of this cohort of patients were 60 ± 15.2 (range 25 to 90) years old, and 74 (65%) were men. Twenty-five patients (22%) were outside of our province when they received the video call. The mean duration of the video call was 11.0 ± 8.9 minutes. All of the patients thought telemedicine was a good substitute for coming to hospital, and 95% (108/114) of them preferred to have remote telemedicine rather than postpone the appointment. All the patients agreed with the advantages of telemedicine including no infection risks, no need to travel, and no need to wait for long time. All the patients were “satisfied” or “highly satisfied” with the video call and they would like to use telemedicine for follow-up in the future. Conclusions Telemedicine virtual communications was effective to provide remote health care with a high patient satisfaction during the COVID-19 period. Telemedicine offers support to vulnerable vascular patients without the need for travel and face-to-face hospital consultation, and so avoided transmission and infection.
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Affiliation(s)
- Hai-Lei Li
- Division of Vascular Surgery, Department of Surgery, University of Hong Kong- Shenzhen Hospital, Shenzhen, China
| | - Yiu Che Chan
- Division of Vascular Surgery, Department of Surgery, University of Hong Kong- Shenzhen Hospital, Shenzhen, China; Division of Vascular & Endovascular Surgery, Department of Surgery, University of Hong Kong Medical Centre, Queen Mary Hospital, Hong Kong, China.
| | - Jian-Xiong Huang
- Division of Vascular Surgery, Department of Surgery, University of Hong Kong- Shenzhen Hospital, Shenzhen, China
| | - Stephen W Cheng
- Division of Vascular Surgery, Department of Surgery, University of Hong Kong- Shenzhen Hospital, Shenzhen, China; Division of Vascular & Endovascular Surgery, Department of Surgery, University of Hong Kong Medical Centre, Queen Mary Hospital, Hong Kong, China
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Archer S, Babb de Villiers C, Scheibl F, Carver T, Hartley S, Lee A, Cunningham AP, Easton DF, McIntosh JG, Emery J, Tischkowitz M, Antoniou AC, Walter FM. Evaluating clinician acceptability of the prototype CanRisk tool for predicting risk of breast and ovarian cancer: A multi-methods study. PLoS One 2020; 15:e0229999. [PMID: 32142536 PMCID: PMC7059924 DOI: 10.1371/journal.pone.0229999] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Accepted: 02/19/2020] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND There is a growing focus on the development of multi-factorial cancer risk prediction algorithms alongside tools that operationalise them for clinical use. BOADICEA is a breast and ovarian cancer risk prediction model incorporating genetic and other risk factors. A new user-friendly Web-based tool (CanRisk.org) has been developed to apply BOADICEA. This study aimed to explore the acceptability of the prototype CanRisk tool among two healthcare professional groups to inform further development, evaluation and implementation. METHOD A multi-methods approach was used. Clinicians from primary care and specialist genetics clinics in England, France and Germany were invited to use the CanRisk prototype with two test cases (either face-to-face with a simulated patient or via a written vignette). Their views about the tool were examined via a semi-structured interview or equivalent open-ended questionnaire. Qualitative data were subjected to thematic analysis and organised around Sekhon's Theoretical Framework of Acceptability. RESULTS Seventy-five clinicians participated, 21 from primary care and 54 from specialist genetics clinics. Participants were from England (n = 37), France (n = 23) and Germany (n = 15). The prototype CanRisk tool was generally acceptable to most participants due to its intuitive design. Primary care clinicians were concerned about the amount of time needed to complete, interpret and communicate risk information. Clinicians from both settings were apprehensive about the impact of the CanRisk tool on their consultations and lack of opportunities to interpret risk scores before sharing them with their patients. CONCLUSIONS The findings highlight the challenges associated with developing a complex tool for use in different clinical settings; they also helped refine the tool. This prototype may not have been versatile enough for clinical use in both primary care and specialist genetics clinics where the needs of clinicians are different, emphasising the importance of understanding the clinical context when developing cancer risk assessment tools.
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Affiliation(s)
- Stephanie Archer
- Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Chantal Babb de Villiers
- Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Fiona Scheibl
- Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Tim Carver
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Simon Hartley
- Centre for Computational Biology, University of Birmingham, United Kingdom
| | - Andrew Lee
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Alex P. Cunningham
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Douglas F. Easton
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Jennifer G. McIntosh
- Centre for Cancer Research and Department of General Practice, University of Melbourne, Australia
| | - Jon Emery
- Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
- Centre for Cancer Research and Department of General Practice, University of Melbourne, Australia
| | - Marc Tischkowitz
- Academic Department of Medical Genetics, University of Cambridge, United Kingdom
| | - Antonis C. Antoniou
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Fiona M. Walter
- Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge, United Kingdom
- Centre for Cancer Research and Department of General Practice, University of Melbourne, Australia
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A Cloud Information Monitoring and Recommendation Multi-Agent System with Friendly Interfaces for Tourism. APPLIED SCIENCES-BASEL 2019. [DOI: 10.3390/app9204385] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The tourism statistics of Taiwan’s government state that the tourism industry is one of the fastest growing economic sources in the world. Therefore, the demand for a tourism information system with a friendly interface is growing. This research implemented the construction of a cloud information service platform based on numerous practical developments in the Dr. What-Info system (i.e., a master multi-agent system on what the information is), which developed universal application interface (UAI) technology based on the Taiwan government’s open data with the aim of connecting different application programming interfaces (APIs) according to different data formats and intelligence through local GPS location retrieval, in support of three-stage intelligent decision-making and a three-tier address-based UAI technology comparison. This paper further developed a novel citizen-centric multi-agent information monitoring and recommendation system for the tourism sector. The proposed system was experimentally demonstrated as a successful integration of technology, and stands as an innovative piece of work in the literature. Although there is room for improvement in experience and maybe more travel-related agents, the feasibility of the proposed service architecture has been proven.
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Chávez A, Borrego G, Gutierrez-Garcia JO, Rodríguez LF. Design and evaluation of a mobile application for monitoring patients with Alzheimer's disease: A day center case study. Int J Med Inform 2019; 131:103972. [PMID: 31563010 DOI: 10.1016/j.ijmedinf.2019.103972] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Revised: 08/08/2019] [Accepted: 09/15/2019] [Indexed: 12/31/2022]
Abstract
BACKGROUND AND OBJECTIVE This paper presents Alzheed, a mobile application for monitoring patients with Alzheimer's disease at day centers as well as a set of design recommendations for the development of healthcare mobile applications. The Alzheed project was conducted at Day Center "Dorita de Ojeda" that is focused on the care of patients with Alzheimer's disease. MATERIALS AND METHODS A software design methodology based on participatory design was employed for the design of Alzheed. This methodology is both iterative and incremental and consists of two main iterative stages: evaluation of low-fidelity prototypes and evaluation of high-fidelity prototypes. Low-fidelity prototypes were evaluated by 11 day center's healthcare professionals (involved in the design of Alzheed), whereas high-fidelity prototypes were evaluated using a questionnaire based on the technology acceptance model (TAM) by the same healthcare professionals plus 30 senior psychology undergraduate students uninvolved in the design of Alzheed. RESULTS Healthcare professional participants perceived Alzheed as extremely likely to be useful and extremely likely to be usable, whereas senior psychology undergraduate students perceived Alzheed as quite likely to be useful and quite likely to be usable. Particularly, the median and mode of the TAM questionnaire were 7 (extremely likely) for healthcare professionals and 6 (quite likely) for psychology students (for both constructs: perceived usefulness and perceived ease of use). One-sample Wilcoxon signed-rank tests were performed to confirm the significance of the median for each construct. CONCLUSIONS From the experience of designing Alzheed, it can be concluded that co-designing with healthcare professionals leads to (i) fostering group endorsement, which prevents resistance to change and (ii) helps to meet the needs of both healthcare professionals and patients, guaranteeing the usefulness of the application. In addition, evaluation of mobile healthcare applications by users involved and uninvolved in the application's design process helps to improve the ease of use of the application.
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Affiliation(s)
- Alma Chávez
- Instituto Tecnológico de Sonora, Cd. Obregón, Sonora 85000, Mexico.
| | - Gilberto Borrego
- Instituto Tecnológico de Sonora, Cd. Obregón, Sonora 85000, Mexico.
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