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Rauwerdink A, Spinazze P, Gijsbers H, Molendijk J, Zwolsman S, Schijven MP, Chavannes NH, Kasteleyn MJ. Approaches to Evaluating Digital Health Technologies: Scoping Review. J Med Internet Res 2024; 26:e50251. [PMID: 39196643 PMCID: PMC11391152 DOI: 10.2196/50251] [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: 06/24/2023] [Revised: 12/22/2023] [Accepted: 06/25/2024] [Indexed: 08/29/2024] Open
Abstract
BACKGROUND Profound scientific evaluation of novel digital health technologies (DHTs) is key to enhance successful development and implementation. As such, we previously developed the eHealth evaluation cycle. The eHealth evaluation cycle contains 5 consecutive study phases: conceptual, development, feasibility, effectiveness, and implementation. OBJECTIVE The aim of this study is to develop a better understanding of the daily practice of the eHealth evaluation cycle. Therefore, the objectives are to conduct a structured analysis of literature data to analyze the practice of the evaluation study phases and to determine which evaluation approaches are used in which study phase of the eHealth evaluation cycle. METHODS We conducted a systematic literature search in PubMed including the MeSH term "telemedicine" in combination with a wide variety of evaluation approaches. Original peer-reviewed studies published in the year 2019 (pre-COVID-19 cohort) were included. Nonpatient-focused studies were excluded. Data on the following variables were extracted and systematically analyzed: journal, country, publication date, medical specialty, primary user, functionality, evaluation study phases, and evaluation approach. RStudio software was used to summarize the descriptive data and to perform statistical analyses. RESULTS We included 824 studies after 1583 titles and abstracts were screened. The majority of the evaluation studies focused on the effectiveness (impact; 304/824, 36.9%) study phase, whereas uptake (implementation; 70/824, 8.5%) received the least focus. Randomized controlled trials (RCTs; 170/899, 18.9%) were the most commonly used DHT evaluation method. Within the effectiveness (impact) study phase, RCTs were used in one-half of the studies. In the conceptual and planning phases, survey research (27/78, 35%) and interview studies (27/78, 35%) were most frequently used. The United States published the largest amount of DHT evaluation studies (304/824, 36.9%). Psychiatry and mental health (89/840, 10.6%) and cardiology (75/840, 8.9%) had the majority of studies published within the field. CONCLUSIONS We composed the first comprehensive overview of the actual practice of implementing consecutive DHT evaluation study phases. We found that the study phases of the eHealth evaluation cycle are unequally studied and most attention is paid to the effectiveness study phase. In addition, the majority of the studies used an RCT design. However, in order to successfully develop and implement novel DHTs, stimulating equal evaluation of the sequential study phases of DHTs and selecting the right evaluation approach that fits the iterative nature of technology might be of the utmost importance.
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Affiliation(s)
- Anneloek Rauwerdink
- Department of Radiology and Nuclear Medicine, Amsterdam University Medical Center, Amsterdam, Netherlands
| | - Pier Spinazze
- Department of Public Health and Primary Care, Leiden University Medical Centre, Leiden, Netherlands
| | - Harm Gijsbers
- Department of Surgery, Amsterdam University Medical Center, Amsterdam, Netherlands
- Digital Health, Amsterdam Public Health Institute, Amsterdam, Netherlands
- Department of Medical Informatics, eHealth Living & Learning Lab, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Juul Molendijk
- Amsterdam University Medical Center, Amsterdam, Netherlands
| | - Sandra Zwolsman
- Digital Health, Amsterdam Public Health Institute, Amsterdam, Netherlands
| | - Marlies P Schijven
- Department of Surgery, Amsterdam University Medical Center, Amsterdam, Netherlands
- Digital Health, Amsterdam Public Health Institute, Amsterdam, Netherlands
- Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam, Netherlands
| | - Niels H Chavannes
- Department of Public Health and Primary Care, Leiden University Medical Centre, Leiden, Netherlands
- National eHealth Living Lab, Leiden, Netherlands
| | - Marise J Kasteleyn
- Department of Public Health and Primary Care, Leiden University Medical Centre, Leiden, Netherlands
- National eHealth Living Lab, Leiden, Netherlands
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Koo YR, Kim EJ, Nam IC. Development of a communication platform for patients with head and neck cancer for effective information delivery and improvement of doctor-patient relationship: application of treatment journey-based service blueprint. BMC Med Inform Decis Mak 2024; 24:81. [PMID: 38509511 PMCID: PMC10956258 DOI: 10.1186/s12911-024-02477-4] [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: 06/05/2023] [Accepted: 03/07/2024] [Indexed: 03/22/2024] Open
Abstract
BACKGROUND Effective communication and information delivery enhance doctor-patient relationships, improves adherence to treatment, reduces work burden, and supports decision-making. The study developed a head and neck cancer (HNC) communication platform to support effective delivery of information about HNC treatment and improve the doctor-patient relationship. METHODS This study was structured in three main phases: 1) The requirement elicitation phase sought an understanding of the HNC treatment journey and service failure points (FPs) obtained through patient/medical staff interviews and observations, along with a review of the electronic health record system; 2) The development phase involved core needs analysis, solutions development through a co-creation workshop, and validation of the solutions through focus groups; and 3) the proposed HNC communication platform was integrated with the current treatment system, and the flow and mechanism of the interacting services were structured using a service blueprint (SB). RESULTS Twenty-two service FPs identified through interviews and observations were consolidated into four core needs, and solutions were proposed to address each need: an HNC treatment journey map, cancer survivor stories, operation consent redesign with surgical illustrations, and a non-verbal communication toolkit. The communication platform was designed through the SB in terms of the stage at which the solution was applied and the actions and interactions of the service providers. CONCLUSIONS The developed platform has practical significance, reflecting a tangible service improvement for both patients and medical staff, making it applicable in hospital settings.
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Affiliation(s)
- Yoo-Ri Koo
- Department of Service Design, Graduate School of Industrial Arts, Hongik University, Seoul, 04066, Korea
| | - Eun-Jeong Kim
- Department of Industry-Academic Cooperation Foundation, The Catholic University of Korea, Seoul, 06591, Korea
| | - Inn-Chul Nam
- Department of Otorhinolaryngology-Head and Neck Surgery, Incheon St. Mary's Hospital, The Catholic University of Korea, Incheon, 21431, Korea.
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Villalobos-Quesada M, Ho K, Chavannes NH, Talboom-Kamp EPWA. Direct-to-patient digital diagnostics in primary care: Opportunities, challenges, and conditions necessary for responsible digital diagnostics. Eur J Gen Pract 2023; 29:2273615. [PMID: 37947197 PMCID: PMC10653613 DOI: 10.1080/13814788.2023.2273615] [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: 04/04/2023] [Accepted: 10/09/2023] [Indexed: 11/12/2023] Open
Abstract
BACKGROUND Diagnostics are increasingly shifting to patients' home environment, facilitated by new digital technologies. Digital diagnostics (diagnostic services enabled by digital technologies) can be a tool to better respond to the challenges faced by primary care systems while aligning with patients' and healthcare professionals' needs. However, it needs to be clarified how to determine the success of these interventions. OBJECTIVES We aim to provide practical guidance to facilitate the adequate development and implementation of digital diagnostics. STRATEGY Here, we propose the quadruple aim (better patient experiences, health outcomes and professional satisfaction at lower costs) as a framework to determine the contribution of digital diagnostics in primary care. Using this framework, we critically analyse the advantages and challenges of digital diagnostics in primary care using scientific literature and relevant casuistry. RESULTS Two use cases address the development process and implementation in the Netherlands: a patient portal for reporting laboratory results and digital diagnostics as part of hybrid care, respectively. The third use case addresses digital diagnostics for sexually transmitted diseases from an international perspective. CONCLUSIONS We conclude that although evidence is gathering, the often-expected value of digital diagnostics needs adequate scientific evidence. We propose striving for evidence-based 'responsible digital diagnostics' (sustainable, ethically acceptable, and socially desirable digital diagnostics). Finally, we provide a set of conditions necessary to achieve it. The analysis and actionable guidance provided can improve the chance of success of digital diagnostics interventions and overall, the positive impact of this rapidly developing field.
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Affiliation(s)
- María Villalobos-Quesada
- Department of Public Health and Primary Care, National eHealth Living Lab, Leiden University Medical Centre, Leiden, The Netherlands
| | - Kendall Ho
- Department of Emergency Medicine, Faculty of Medicine, University of British Columbia, Vancouver, Canada
- Cloud Innovation Centre for Community Health and Wellbeing, University of British Columbia, Vancouver, Canada
| | - Niels H. Chavannes
- Department of Public Health and Primary Care, National eHealth Living Lab, Leiden University Medical Centre, Leiden, The Netherlands
| | - Esther PWA Talboom-Kamp
- Department of Public Health and Primary Care, National eHealth Living Lab, Leiden University Medical Centre, Leiden, The Netherlands
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Tossaint-Schoenmakers R, Kasteleyn MJ, Rauwerdink A, Chavannes N, Willems S, Talboom-Kamp EPWA. Development of a quality management model and self-assessment questionnaire for hybrid health care: a concept mapping study (Preprint). JMIR Form Res 2022; 6:e38683. [PMID: 35797097 PMCID: PMC9305399 DOI: 10.2196/38683] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 06/01/2022] [Accepted: 06/07/2022] [Indexed: 11/13/2022] Open
Affiliation(s)
- Rosian Tossaint-Schoenmakers
- Saltro Diagnostic Centre, Unilabs Netherlands, Utrecht, Netherlands
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Centre, Leiden, Netherlands
| | - Marise J Kasteleyn
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Centre, Leiden, Netherlands
| | - Anneloek Rauwerdink
- Department of Surgery, Gastroenterology and Metabolism, Amsterdam University Medical Centre, Amsterdam, Netherlands
| | - Niels Chavannes
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Centre, Leiden, Netherlands
| | - Sofie Willems
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Centre, Leiden, Netherlands
| | - Esther P W A Talboom-Kamp
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Centre, Leiden, Netherlands
- Unilabs Group, Geneve, Switzerland
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Chow JSF, Knight A, Disney A, Kohler F, Duggan J, Maurya N, Gonzalez-Arce V. Understanding the general practice of telemonitoring integrated care: a qualitative perspective. Aust J Prim Health 2021; 27:364-370. [PMID: 34229830 DOI: 10.1071/py20215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2020] [Accepted: 02/24/2021] [Indexed: 11/23/2022]
Abstract
Developed in partnership with GPs, a new telehealth model of care using remote monitoring, known as telemonitoring (TM), was introduced in South Western Sydney (SWS) in 2015, transmitting clinical readings taken at home to telehealth coordinators. This study explored the experiences, beliefs and attitudes of general practice staff to identify barriers to and facilitators of the SWS TM model. Responses were collected from a purposive sample of 10 participants via semistructured interviews (n=9 interview sessions) and the resulting transcripts were analysed thematically. Four themes were identified: lack of understanding and involvement; patient-centred care and empowerment; clinical practice and process factors; and system-wide communication and collaboration. Participants recognised some actual and potential benefits of TM, but barriers to TM were identified across all themes. Feedback provided by participants has informed the ongoing formulation of a more 'GP-led' model of TM.
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Affiliation(s)
- Josephine S F Chow
- South Western Sydney Local Health District, Sydney, NSW, Australia; and University of Sydney, Faculty of Nursing, Sydney, NSW, Australia; and University of Western Sydney, Research Institute, Sydney, NSW, Australia; and Corresponding author.
| | - Andrew Knight
- South Western Sydney Local Health District, Sydney, NSW, Australia; and University of New South Wales, Faculty of Medicine, UNSW Sydney, NSW, Australia
| | - Anna Disney
- South Western Sydney Local Health District, Sydney, NSW, Australia
| | - Friedbert Kohler
- South Western Sydney Local Health District, Sydney, NSW, Australia; and University of New South Wales, Faculty of Medicine, UNSW Sydney, NSW, Australia
| | - Justin Duggan
- South Western Sydney Local Health District, Sydney, NSW, Australia
| | - Nutan Maurya
- South Western Sydney Local Health District, Sydney, NSW, Australia
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Zhao YY, Zhang L, Yang YX, Hao N, Wang BB, Liu YF. Psychological problems and intervention studies of patients with inflammatory bowel disease in the "Internet +" era: A review. Shijie Huaren Xiaohua Zazhi 2021; 29:628-632. [DOI: 10.11569/wcjd.v29.i12.628] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Inflammatory bowel disease (IBD) is a kind of chronic nonspecific intestinal inflammatory disease. Although its pathogenesis is not yet clear, it has been confirmed that the occurrence, development, and outcome of IBD are closely related to psychological factors. This paper analyzes the psychological problems of patients with IBD and the status on psychological intervention in the "Internet +" era.
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Affiliation(s)
- Yue-Yue Zhao
- Nursing Department, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou 450014, Henan Province, China
| | - Li Zhang
- Nursing Department, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou 450014, Henan Province, China
| | - Ya-Xin Yang
- Nursing Department, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou 450014, Henan Province, China
| | - Na Hao
- Department of Gastroenterology, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou 450014, Henan Province, China
| | - Bin-Bin Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou 450014, Henan Province, China
| | - Yan-Fang Liu
- Department of Gastroenterology, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou 450014, Henan Province, China
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Tossaint-Schoenmakers R, Versluis A, Chavannes N, Talboom-Kamp E, Kasteleyn M. The Challenge of Integrating eHealth Into Health Care: Systematic Literature Review of the Donabedian Model of Structure, Process, and Outcome. J Med Internet Res 2021; 23:e27180. [PMID: 33970123 PMCID: PMC8145079 DOI: 10.2196/27180] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Revised: 02/18/2021] [Accepted: 04/07/2021] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Health care organizations are increasingly working with eHealth. However, the integration of eHealth into regular health care is challenging. It requires organizations to change the way they work and their structure and care processes to be adapted to ensure that eHealth supports the attainment of the desired outcomes. OBJECTIVE The aims of this study are to investigate whether there are identifiable indicators in the structure, process, and outcome categories that are related to the successful integration of eHealth in regular health care, as well as to investigate which indicators of structure and process are related to outcome indicators. METHODS A systematic literature review was conducted using the Donabedian Structure-Process-Outcome (SPO) framework to identify indicators that are related to the integration of eHealth into health care organizations. Data extraction sheets were designed to provide an overview of the study characteristics, eHealth characteristics, and indicators. The extracted indicators were organized into themes and subthemes of the structure, process, and outcome categories. RESULTS Eleven studies were included, covering a variety of study designs, diseases, and eHealth tools. All studies identified structure, process, and outcome indicators that were potentially related to the integration of eHealth. The number of indicators found in the structure, process, and outcome categories was 175, 84, and 88, respectively. The themes with the most-noted indicators and their mutual interaction were inner setting (51 indicators, 16 interactions), care receiver (40 indicators, 11 interactions), and technology (38 indicators, 12 interactions)-all within the structure category; health care actions (38 indicators, 15 interactions) within the process category; and efficiency (30 indicators, 15 interactions) within the outcome category. In-depth examination identified four most-reported indicators, namely "deployment of human resources" (n=11), in the inner setting theme within the structure category; "ease of use" (n=16) and "technical issue" (n=10), both in the technology theme within the structure category; and "health logistics" (n=26), in the efficiency theme within the outcome category. CONCLUSIONS Three principles are important for the successful integration of eHealth into health care. First, the role of the care receiver needs to be incorporated into the organizational structure and daily care process. Second, the technology must be well attuned to the organizational structure and daily care process. Third, the deployment of human resources to the daily care processes needs to be aligned with the desired end results. Not adhering to these points could negatively affect the organization, daily process, or the end results.
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Affiliation(s)
- Rosian Tossaint-Schoenmakers
- Saltro Diagnostic Centre, Utrecht, Netherlands.,National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands.,Public Health and Primary Care Department, Leiden University Medical Centre, Leiden, Netherlands
| | - Anke Versluis
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands.,Public Health and Primary Care Department, Leiden University Medical Centre, Leiden, Netherlands
| | - Niels Chavannes
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands.,Public Health and Primary Care Department, Leiden University Medical Centre, Leiden, Netherlands
| | - Esther Talboom-Kamp
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands.,Public Health and Primary Care Department, Leiden University Medical Centre, Leiden, Netherlands.,Unilabs Group, Geneva, Switzerland
| | - Marise Kasteleyn
- National eHealth Living Lab, Leiden University Medical Centre, Leiden, Netherlands.,Public Health and Primary Care Department, Leiden University Medical Centre, Leiden, Netherlands
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Integration of eHealth Into Pediatric Inflammatory Bowel Disease Care is Safe: 3 Years of Follow-up of Daily Care. J Pediatr Gastroenterol Nutr 2021; 72:723-727. [PMID: 33470751 DOI: 10.1097/mpg.0000000000003053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
OBJECTIVES The aim of the study was to evaluate integration of an eHealth solution, www.young.constant-care.com, into daily care (I-eHealth). METHODS The I-eHealth solution was offered to inflammatory bowel disease (IBD) patients ages 10 to 17 years old in nonbiological treatment. The application was used monthly and in case of flare-ups. Blood and fecal calprotectin (FC) were tested every 3 months and during flare-ups. A total inflammation score (based on symptoms and FC) was visualized for the patient in a traffic light curve. An IBD nurse followed up on the registrations every 2 weeks. Patients had 1 yearly planned visit at the hospital. On-demand visits were arranged depending on the total inflammation. I-eHealth results were compared with data from a previous randomized clinical trial (RCT)-eHealth study (the control group of which had 4 planned annual visits). RESULTS Thirty-six IBD patients were followed by I-eHealth, mean age 14.7 years (SD 7.75). The median (interquartile range [IQR]) duration of using I-eHealth was 1.9 years (0.29-2.51), equal to 66.11 patient-years, compared with 40.45 in the RCT-eHealth group and 46.49 in the RCT-control group. On-demand visits per patient-year did not differ between the groups: 1.13 (I-eHealth), 1.16 (RCT-eHealth), and 0.84 (RCT-control) (P = 0.84/0.85). Hospitalizations and acute outpatient visits per patient-year did not differ between the groups: 0.11 and 0.11 (I-eHealth), 0.05 and 0.02 (RCT-eHealth), 0.11 and 0.11 (RCT-control) (P = 0.17/0.81 and 0.12/0.81). Time to first escalation of medication, and time to first on-demand visit, did not differ between the I-eHealth group and data from the clinical trial (Log rank: P = 0.25 and P = 0.61). CONCLUSIONS I-eHealth is comparably with results from eHealth under RCT supervision.
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Dyb K, Berntsen GR, Kvam L. Adopt, adapt, or abandon technology-supported person-centred care initiatives: healthcare providers' beliefs matter. BMC Health Serv Res 2021; 21:240. [PMID: 33731078 PMCID: PMC7968358 DOI: 10.1186/s12913-021-06262-1] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 03/08/2021] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Technology support and person-centred care are the new mantra for healthcare programmes in Western societies. While few argue with the overarching philosophy of person-centred care or the potential of information technologies, there is less agreement on how to make them a reality in everyday clinical practice. In this paper, we investigate how individual healthcare providers at four innovation arenas in Scandinavia experienced the implementation of technology-supported person-centred care for people with long-term care needs by using the new analytical framework nonadoption, abandonment, and challenges to the scale-up, spread, and sustainability (NASSS) of health and care technologies. We also discuss the usability and sensitivity of the NASSS framework for those seeking to plan, implement, and evaluate technology-supported healthcare programmes. This study is part of an interdisciplinary research and development project called Patients and Professionals in Partnership (2016-2020). It originates at one of ten work packages in this project. METHOD The main data consist of ethnographic field observations at the four innovation arenas and 29 interviews with involved healthcare providers. To ensure continuous updates and status on work in the four innovation arenas, we have also participated in a total of six annual network meetings arranged by the project. RESULTS While the NASSS framework is very useful for identifying and communicating challenges with the adoption and spread of technology-supported person-centred care initiatives, we found it less sensitive towards capturing the dedication, enthusiasm, and passion for care transformation that we found among the healthcare providers in our study. When it comes to technology-supported person-centred care, the point of no return has passed for the involved healthcare providers. To them, it is already a definite part of the future of healthcare services. How to overcome barriers and obstacles is pragmatically approached. CONCLUSION Increased knowledge about healthcare providers and their visions as potential assets for care transformation might be critical for those seeking to plan, implement, and evaluate technology-supported healthcare programmes.
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Affiliation(s)
- Kari Dyb
- Norwegian Centre for E-health Research, University Hospital of North Norway, P.O. Box 35, N-9038, Tromsø, Norway.
| | - Gro Rosvold Berntsen
- Norwegian Centre for E-health Research, University Hospital of North Norway, P.O. Box 35, N-9038, Tromsø, Norway
| | - Lisbeth Kvam
- Department of Mental Health, Faculty of Medicine and Health Sciences, Trondheim, Norway
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Grady A, Barnes C, Wolfenden L, Lecathelinais C, Yoong SL. Barriers and Enablers to Adoption of Digital Health Interventions to Support the Implementation of Dietary Guidelines in Early Childhood Education and Care: Cross-Sectional Study. J Med Internet Res 2020; 22:e22036. [PMID: 33216005 PMCID: PMC7718087 DOI: 10.2196/22036] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 08/25/2020] [Accepted: 10/29/2020] [Indexed: 01/17/2023] Open
Abstract
BACKGROUND Few Australian childcare centers provide foods consistent with sector dietary guidelines. Digital health technologies are a promising medium to improve the implementation of evidence-based guidelines in the setting. Despite being widely accessible, the population-level impact of such technologies has been limited due to the lack of adoption by end users. OBJECTIVE This study aimed to assess in a national sample of Australian childcare centers (1) intentions to adopt digital health interventions to support the implementation of dietary guidelines, (2) reported barriers and enablers to the adoption of digital health interventions in the setting, and (3) barriers and enablers associated with high intentions to adopt digital health interventions. METHODS A cross-sectional telephone or online survey was undertaken with 407 childcare centers randomly sampled from a publicly available national register in 2018. Center intentions to adopt new digital health interventions to support dietary guideline implementation in the sector were assessed, in addition to perceived individual, organizational, and contextual factors that may influence adoption based on seven subdomains within the nonadoption, abandonment, scale-up, spread, and sustainability (NASSS) of health and care technologies framework. A multiple-variable linear model was used to identify factors associated with high intentions to adopt digital health interventions. RESULTS Findings indicate that 58.9% (229/389) of childcare centers have high intentions to adopt a digital health intervention to support guideline implementation. The changes needed in team interactions subdomain scored lowest, which is indicative of a potential barrier (mean 3.52, SD 1.30), with organization's capacity to innovate scoring highest, which is indicative of a potential enabler (mean 5.25, SD 1.00). The two NASSS subdomains of ease of the adoption decision (P<.001) and identifying work and individuals involved in implementation (P=.001) were significantly associated with high intentions to adopt digital health interventions. CONCLUSIONS A substantial proportion of Australian childcare centers have high intentions to adopt new digital health interventions to support dietary guideline implementation. Given evidence of the effectiveness of digital health interventions, these findings suggest that such an intervention may make an important contribution to improving public health nutrition in early childhood.
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Affiliation(s)
- Alice Grady
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
- Population Health, Hunter New England Local Health District, Wallsend, Australia
- Hunter Medical Research Institute, New Lambton, Australia
- Priority Research Centre for Health Behaviour, University of Newcastle, Callaghan, Australia
| | - Courtney Barnes
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
- Population Health, Hunter New England Local Health District, Wallsend, Australia
- Hunter Medical Research Institute, New Lambton, Australia
- Priority Research Centre for Health Behaviour, University of Newcastle, Callaghan, Australia
| | - Luke Wolfenden
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
- Population Health, Hunter New England Local Health District, Wallsend, Australia
- Hunter Medical Research Institute, New Lambton, Australia
- Priority Research Centre for Health Behaviour, University of Newcastle, Callaghan, Australia
| | | | - Sze Lin Yoong
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
- Population Health, Hunter New England Local Health District, Wallsend, Australia
- Hunter Medical Research Institute, New Lambton, Australia
- Priority Research Centre for Health Behaviour, University of Newcastle, Callaghan, Australia
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Sharma E, Meade S, D’Errico F, Pavlidis P, Luber R, Zeki S, Hill K, Duff A, O’Hanlon D, Tripoli S, Stanton A, Caracostea A, Honap S, Reynolds R, Anderson S, Ray S, Mawdsley J, Sanderson J, Samaan MA, Irving PM. The effects of COVID-19 on IBD prescribing and service provision in a UK tertiary centre. GASTROHEP 2020; 2:318-326. [PMID: 33362435 PMCID: PMC7753474 DOI: 10.1002/ygh2.433] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 11/03/2020] [Accepted: 11/06/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND To quantify the effects of COVID-19 on our inflammatory bowel disease (IBD) unit, including service provision, prescribing practices and use of therapeutic drug monitoring (TDM). METHODS We performed a single centre retrospective observational cohort study. Data was extracted from our IBD database, electronic patient records and radiology/endoscopy reporting systems between 16/3/20-17/4/20 and the corresponding period in 2019. RESULTS A similar number of patients commenced biologic therapy before COVID-19 (n = 37) and during the pandemic (n = 36). Patients in the pre-COVID-19 cohort were older (median 36 vs 29 years, P = 0.009) with a longer median disease duration (9.3 vs 5.2 years, P = 0.02). During COVID-19 there was a nonsignificant increase in prescribing of vedolizumab (8/37, 22% vs 14/36, 39%, P = 0.13) and a higher proportion of patients were anti-TNF-naïve (3/17, 18% vs 18/24, 74%, P = 0.0004). There was a reduction in use of concomitant immunomodulators (22/29, 76% vs 4/34, 12%, P < 0.0001) and increased biologic use in thiopurine-naïve patients (3/37, 8% vs 15/36, 42%, P = 0.001). Use of TDM fell by 75% (240 vs 59 tests). Outpatient appointments fell by 68% and were conducted via telemedicine. MRI scanning, endoscopy, luminal surgery and inpatient numbers fell by 87%, 85%, 100% and 82% respectively. IBD Clinical Nurse Specialist and Pharmacist helpline contacts increased by 76% and 228% respectively. CONCLUSIONS We observed prescribing differences during COVID-19, bypassing the initiation of immunomodulators and/or anti-TNF therapy in favour of vedolizumab with a reduction in immunomodulator prescribing. We also observed a rapid reorganisation of service provision, including a shift towards telemedicine and online solutions.
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Affiliation(s)
- Esha Sharma
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Susanna Meade
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | | | - Polychronis Pavlidis
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
- School of Immunology and Microbial SciencesKing’s College LondonLondonUK
| | - Raphael Luber
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Sebastian Zeki
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Katie Hill
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Alexa Duff
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | | | - Sherill Tripoli
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Anna Stanton
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Andra Caracostea
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Sailish Honap
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Rebecca Reynolds
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Simon Anderson
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Shuvra Ray
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Joel Mawdsley
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Jeremy Sanderson
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Mark A. Samaan
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
| | - Peter M. Irving
- Inflammatory Bowel Disease UnitGuy’s and St Thomas’ HospitalLondonUK
- School of Immunology and Microbial SciencesKing’s College LondonLondonUK
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12
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Kadesjö Banck J, Bernhardsson S. Experiences from implementation of internet-delivered cognitive behaviour therapy for insomnia in psychiatric health care: a qualitative study applying the NASSS framework. BMC Health Serv Res 2020; 20:729. [PMID: 32771024 PMCID: PMC7414663 DOI: 10.1186/s12913-020-05596-6] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Accepted: 07/29/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Insomnia is a common diagnosis among patients in psychiatric health care and effective treatments are highly demanded. Previous research suggests that internet-delivered cognitive behavioural therapy for insomnia (ICBT-i) is helpful for a variety of patients and may be effective for psychiatric health care patients. Little is known about implementation of ICBT-i in psychiatric health care. The aim of this study was to explore experiences among therapists and managers who participated in a pilot implementation of ICBT-i in outpatient psychiatric health care, and to identify determinants for the implementation. METHODS Semi-structured interviews were conducted with 7 therapists and 5 managers working in outpatient psychiatric health care and directly involved with the pilot implementation. Data were analysed using qualitative content analysis guided by the NASSS framework, combining inductive and deductive approaches. RESULTS The analysis revealed 32 facilitators, 21 barriers, and 2 determinants that were both a barrier and a facilitator, organised in 1-5 themes under each of the 7 NASSS domains. Key facilitators included: meeting a demand for treatment options with the ICBT-i programme, the experienced benefits of ICBT-i as a treatment option for insomnia, training and support, engagement and support from managers and the wider system, and a long-term organisation for maintenance of the technology. Key barriers included: low interest in ICBT-i among therapists, difficulty in recruiting patients, perceived low ability in therapists to deliver treatment online, technical problems, and therapists' competing demands leading to low priority of ICBT-i. Complexity analysis assessed two NASSS domains as simple, four as complicated, and one as complex. CONCLUSIONS The study contributes new knowledge and insights into the implementation process of ICBT-i in psychiatric health care. Our findings highlight the importance of providing training, support, and guidance in online treatment for therapists when implementing a technological innovation. Technical problems should be minimised and the maintenance and demand-side value for the technology must be clear. Support from managers at all levels is crucial, particularly support to therapists in everyday prioritisation among competing demands. Besides taking the identified determinants into account, managing complexity is important for successful scale-up implementation.
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Affiliation(s)
- Josefin Kadesjö Banck
- Region Västra Götaland, Centre for Digital Health, The Unit of ePsychiatry, Sahlgrenska University Hospital, Kastellgatan 1, 413 07 Gothenburg, Sweden
| | - Susanne Bernhardsson
- Region Västra Götaland, Research and Development Primary Health Care, Gothenburg, Sweden
- Department of Health and Rehabilitation, Unit of Physiotherapy, The Sahlgrenska Academy, Institute of Neuroscience and Physiology, University of Gothenburg, Gothenburg, Sweden
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Abimbola S, Patel B, Peiris D, Patel A, Harris M, Usherwood T, Greenhalgh T. The NASSS framework for ex post theorisation of technology-supported change in healthcare: worked example of the TORPEDO programme. BMC Med 2019; 17:233. [PMID: 31888718 PMCID: PMC6937726 DOI: 10.1186/s12916-019-1463-x] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2019] [Accepted: 11/05/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Evaluation of health technology programmes should be theoretically informed, interdisciplinary, and generate in-depth explanations. The NASSS (non-adoption, abandonment, scale-up, spread, sustainability) framework was developed to study unfolding technology programmes in real time-and in particular to identify and manage their emergent uncertainties and interdependencies. In this paper, we offer a worked example of how NASSS can also inform ex post (i.e. retrospective) evaluation. METHODS We studied the TORPEDO (Treatment of Cardiovascular Risk in Primary Care using Electronic Decision Support) research programme, a multi-faceted computerised quality improvement intervention for cardiovascular disease prevention in Australian general practice. The technology (HealthTracker) had shown promise in a cluster randomised controlled trial (RCT), but its uptake and sustainability in a real-world implementation phase was patchy. To explain this variation, we used NASSS to undertake secondary analysis of the multi-modal TORPEDO dataset (results and process evaluation of the RCT, survey responses, in-depth professional interviews, videotaped consultations) as well as a sample of new, in-depth narrative interviews with TORPEDO researchers. RESULTS Ex post analysis revealed multiple areas of complexity whose influence and interdependencies helped explain the wide variation in uptake and sustained use of the HealthTracker technology: the nature of cardiovascular risk in different populations, the material properties and functionality of the technology, how value (financial and non-financial) was distributed across stakeholders in the system, clinicians' experiences and concerns, organisational preconditions and challenges, extra-organisational influences (e.g. policy incentives), and how interactions between all these influences unfolded over time. CONCLUSION The NASSS framework can be applied retrospectively to generate a rich, contextualised narrative of technology-supported change efforts and the numerous interacting influences that help explain its successes, failures, and unexpected events. A NASSS-informed ex post analysis can supplement earlier, contemporaneous evaluations to uncover factors that were not apparent or predictable at the time but dynamic and emergent.
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Affiliation(s)
- Seye Abimbola
- School of Public Health, University of Sydney, Sydney, NSW, 2006, Australia
- Centre for Health Systems Science, The George Institute for Global Health, University of New South Wales, Level 5/1 King St, Newtown, NSW, 2042, Australia
| | - Bindu Patel
- Centre for Health Systems Science, The George Institute for Global Health, University of New South Wales, Level 5/1 King St, Newtown, NSW, 2042, Australia
| | - David Peiris
- Centre for Health Systems Science, The George Institute for Global Health, University of New South Wales, Level 5/1 King St, Newtown, NSW, 2042, Australia
| | - Anushka Patel
- Centre for Health Systems Science, The George Institute for Global Health, University of New South Wales, Level 5/1 King St, Newtown, NSW, 2042, Australia
| | - Mark Harris
- Centre for Primary Health Care and Equity, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Tim Usherwood
- Westmead Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, 2006, Australia
| | - Trisha Greenhalgh
- Centre for Health Systems Science, The George Institute for Global Health, University of New South Wales, Level 5/1 King St, Newtown, NSW, 2042, Australia.
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Radcliffe Observatory Quarter, Woodstock Road, Oxford, OX2 6GG, UK.
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Hebert C, Root ED. Repurposing Geographic Information Systems for Routine Hospital Infection Control. Adv Health Care Manag 2019; 18:10.1108/S1474-823120190000018003. [PMID: 32077658 PMCID: PMC7510482 DOI: 10.1108/s1474-823120190000018003] [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] [Indexed: 03/30/2024]
Abstract
This chapter discusses the potential role of geographic information systems (GIS) for infection control within the hospital system. The chapter provides a brief overview of the role of GIS in public health and reviews current work applying these methods to the hospital setting. Finally, it outlines the potential opportunities and challenges for adapting GIS for use in the hospital setting for infection prevention. A targeted literature review is used to illustrate current use of GIS in the hospital setting. The discussion of complexity was compiled using the nonadoption, abandonment, scale-up, spread, and sustainability (NASSS) framework. Challenges and opportunities were then extracted from this exercise by the authors. There are multiple challenges to implementation of a Hospital GIS for infection prevention, mainly involving the domains of technology, organization, and adaptation. Use of a transdisciplinary approach can address many of these challenges. More research, specifically prospective, reproducible clinical trials, needs to be done to better assess the potential impact and effectiveness of a Hospital GIS in real-world settings. This chapter highlights a powerful but rarely used tool for infection prevention within the hospital. Given the importance of reducing hospital-acquired infection rates, it is vital to identify relevant methods from other fields that could be translated into the field of hospital epidemiology.
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Abstract
OBJECTIVES Treatment targets in inflammatory bowel disease (IBD) move away from controlling symptoms towards complete recovery of the intestinal mucosa. Currently, the most frequently used noninvasive surrogate marker of mucosal healing is a faecal calprotectin concentration in the target range. This study tested if there was a relation between time-to-reach target calprotectin and first flare. METHODS We prospectively included new-onset IBD patients ages 17 and younger in a cloud-based registry (FastForwardCare) and followed them for at least 52 weeks. They were treated according to Dutch national guidelines that advocate a step-up approach. Time-to-reach target was defined as the first calprotectin measurement below 250 μg/g after the start of induction therapy. Time-to-first flare was the time from the first calprotectin measurement below 250 μg/g until reappearance of symptoms with calprotectin values above 250 μg/g. RESULTS We included 76 patients (luminal Crohn disease [CD] 43); ulcerative colitis [UC] 33). Median age at diagnosis was, respectively 14.5 and 14.1 years. Median time-to-reach target calprotectin was 37 weeks in CD and 11 weeks in UC patients (Log-rank test, P = 0.001). Once the calprotectin target was reached, time-to-first flare was significantly longer in CD than in UC patients (Log-rank test, P = 0.001). CD patients with time-to-reach target calprotectin ≤12 weeks after conventional induction therapy (ie, exclusive enteral nutrition or steroids) had a more favorable disease course in the first year than those with time-to-reach target calprotectin >12 weeks (Log-rank test, P = 0.057). In UC patients, time-to-reach target calprotectin ≤12 weeks is not associated with a favorable disease course in the first year. CONCLUSIONS The findings of this prospective registry suggest that a quick response to conventional therapy predicts a favorable disease course in new-onset paediatric CD, but not in UC. The concept "time-to-reach target calprotectin level" rationalizes the indefinite term "response to treatment" and is well suited for studying treatment effectiveness in real-world practices.
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Yin AL, Hachuel D, Pollak JP, Scherl EJ, Estrin D. Digital Health Apps in the Clinical Care of Inflammatory Bowel Disease: Scoping Review. J Med Internet Res 2019; 21:e14630. [PMID: 31429410 PMCID: PMC6718080 DOI: 10.2196/14630] [Citation(s) in RCA: 58] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2019] [Revised: 07/02/2019] [Accepted: 07/04/2019] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Digital health is poised to transform health care and redefine personalized health. As Internet and mobile phone usage increases, as technology develops new ways to collect data, and as clinical guidelines change, all areas of medicine face new challenges and opportunities. Inflammatory bowel disease (IBD) is one of many chronic diseases that may benefit from these advances in digital health. This review intends to lay a foundation for clinicians and technologists to understand future directions and opportunities together. OBJECTIVE This review covers mobile health apps that have been used in IBD, how they have fit into a clinical care framework, and the challenges that clinicians and technologists face in approaching future opportunities. METHODS We searched PubMed, Scopus, and ClinicalTrials.gov to identify mobile apps that have been studied and were published in the literature from January 1, 2010, to April 19, 2019. The search terms were ("mobile health" OR "eHealth" OR "digital health" OR "smart phone" OR "mobile app" OR "mobile applications" OR "mHealth" OR "smartphones") AND ("IBD" OR "Inflammatory bowel disease" OR "Crohn's Disease" (CD) OR "Ulcerative Colitis" (UC) OR "UC" OR "CD"), followed by further analysis of citations from the results. We searched the Apple iTunes app store to identify a limited selection of commercial apps to include for discussion. RESULTS A total of 68 articles met the inclusion criteria. A total of 11 digital health apps were identified in the literature and 4 commercial apps were selected to be described in this review. While most apps have some educational component, the majority of apps focus on eliciting patient-reported outcomes related to disease activity, and a few are for treatment management. Significant benefits have been seen in trials relating to education, quality of life, quality of care, treatment adherence, and medication management. No studies have reported a negative impact on any of the above. There are mixed results in terms of effects on office visits and follow-up. CONCLUSIONS While studies have shown that digital health can fit into, complement, and improve the standard clinical care of patients with IBD, there is a need for further validation and improvement, from both a clinical and patient perspective. Exploring new research methods, like microrandomized trials, may allow for more implementation of technology and rapid advancement of knowledge. New technologies that can objectively and seamlessly capture remote data, as well as complement the clinical shift from symptom-based to inflammation-based care, will help the clinical and health technology communities to understand the full potential of digital health in the care of IBD and other chronic illnesses.
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Affiliation(s)
- Andrew Lukas Yin
- Medical College, Weill Cornell Medicine, New York, NY, United States
- Cornell Tech, New York, NY, United States
| | - David Hachuel
- Cornell Tech, New York, NY, United States
- augGI Technologies, New York, NY, United States
| | | | - Ellen J Scherl
- Jill Roberts Center for Inflammatory Bowel Disease, Weill Cornell Medicine, New York, NY, United States
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Duignan C, Slevin P, Sett N, Caulfield B. Consumer Wearable Deployments in Actigraphy Research: Evaluation of an Observational Study. JMIR Mhealth Uhealth 2019; 7:e12190. [PMID: 31237237 PMCID: PMC6613323 DOI: 10.2196/12190] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2018] [Revised: 04/08/2019] [Accepted: 05/20/2019] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Consumer wearables can provide a practical and accessible method of data collection in actigraphy research. However, as this area continues to grow, it is becoming increasingly important for researchers to be aware of the many challenges facing the capture of quality data using consumer wearables. OBJECTIVE This study aimed to (1) present the challenges encountered by a research team in actigraphy data collection using a consumer wearable and (2) present considerations for researchers to apply in the pursuit of robust data using this approach. METHODS The Nokia Go was deployed to 33 elite Gaelic footballers from a single team for a planned period of 14 weeks. A bring-your-own-device model was employed for this study where the Health Mate app was downloaded on participants' personal mobile phones and connected to the Nokia Go via Bluetooth. Retrospective evaluation of the researcher and participant experience was conducted through transactional data such as study logs and email correspondence. The participant experience of the data collection process was further explored through the design of a 34-question survey utilizing aspects of the Technology Acceptance Model. RESULTS Researcher challenges included device disconnection, logistics and monitoring, and rectifying of technical issues. Participant challenges included device syncing, loss of the device, and wear issues, particularly during contact sport. Following disconnection issues, the data collection period was defined as 87 days for which there were 18 remaining participants. Average wear time was 79 out of 87 days (90%) and 20.8 hours per day. The participant survey found mainly positive results regarding device comfort, perceived ease of use, and perceived usefulness. CONCLUSIONS Although this study did not encounter some of the common published barriers to wearable data collection, our experience was impacted by technical issues such as disconnection and syncing challenges, practical considerations such as loss of the device, issues with personal mobile phones in the bring-your-own-device model, and the logistics and resources required to ensure a smooth data collection with an active cohort. Recommendations for achieving high-quality data are made for readers to consider in the deployment of consumer wearables in research.
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Affiliation(s)
- Ciara Duignan
- Insight Centre for Data Analytics, University College Dublin, Dublin, Ireland
- School of Public Health, Physiotherapy and Sports Science, University College Dublin, Dublin, Ireland
| | - Patrick Slevin
- Insight Centre for Data Analytics, University College Dublin, Dublin, Ireland
- School of Public Health, Physiotherapy and Sports Science, University College Dublin, Dublin, Ireland
| | - Niladri Sett
- Insight Centre for Data Analytics, University College Dublin, Dublin, Ireland
| | - Brian Caulfield
- Insight Centre for Data Analytics, University College Dublin, Dublin, Ireland
- School of Public Health, Physiotherapy and Sports Science, University College Dublin, Dublin, Ireland
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