Published on in Vol 8 , No 2 (2020) :February

Preprints (earlier versions) of this paper are available at, first published .
Social, Organizational, and Technological Factors Impacting Clinicians’ Adoption of Mobile Health Tools: Systematic Literature Review

Social, Organizational, and Technological Factors Impacting Clinicians’ Adoption of Mobile Health Tools: Systematic Literature Review

Social, Organizational, and Technological Factors Impacting Clinicians’ Adoption of Mobile Health Tools: Systematic Literature Review


  1. Jacob C, Sanchez-Vazquez A, Ivory C. Factors Impacting Clinicians’ Adoption of a Clinical Photo Documentation App and its Implications for Clinical Workflows and Quality of Care: Qualitative Case Study. JMIR mHealth and uHealth 2020;8(9):e20203 View
  2. Huckvale K, Nicholas J, Torous J, Larsen M. Smartphone apps for the treatment of mental health conditions: status and considerations. Current Opinion in Psychology 2020;36:65 View
  3. Connolly S, Hogan T, Shimada S, Miller C. Leveraging Implementation Science to Understand Factors Influencing Sustained Use of Mental Health Apps: a Narrative Review. Journal of Technology in Behavioral Science 2021;6(2):184 View
  4. Pappot N, Taarnhøj G, Pappot H. Telemedicine and e-Health Solutions for COVID-19: Patients' Perspective. Telemedicine and e-Health 2020;26(7):847 View
  5. Lingg M, Lütschg V. Health System Stakeholders’ Perspective on the Role of Mobile Health and Its Adoption in the Swiss Health System: Qualitative Study. JMIR mHealth and uHealth 2020;8(5):e17315 View
  6. Jacob C, Sanchez-Vazquez A, Ivory C. Understanding Clinicians’ Adoption of Mobile Health Tools: A Qualitative Review of the Most Used Frameworks. JMIR mHealth and uHealth 2020;8(7):e18072 View
  7. Rodriguez-Villa E, Rauseo-Ricupero N, Camacho E, Wisniewski H, Keshavan M, Torous J. The digital clinic: Implementing technology and augmenting care for mental health. General Hospital Psychiatry 2020;66:59 View
  8. Srinivasan M, Asch S, Vilendrer S, Thomas S, Bajra R, Barman L, Edwards L, Filipowicz H, Giang L, Jee O, Mahoney M, Nelligan I, Phadke A, Torres E, Artandi M. Qualitative Assessment of Rapid System Transformation to Primary Care Video Visits at an Academic Medical Center. Annals of Internal Medicine 2020;173(7):527 View
  9. Kelly J, Campbell K, Gong E, Scuffham P. The Internet of Things: Impact and Implications for Health Care Delivery. Journal of Medical Internet Research 2020;22(11):e20135 View
  10. Rauseo-Ricupero N, Torous J. Technology Enabled Clinical Care (TECC): Protocol for a Prospective Longitudinal Cohort Study of Smartphone-Augmented Mental Health Treatment. JMIR Research Protocols 2021;10(1):e23771 View
  11. Lo C, Yu J, Görges M, Matava C, Veyckemans F. Anesthesia in the modern world of apps and technology: Implications and impact on wellness. Pediatric Anesthesia 2021;31(1):31 View
  12. Lang C, Barth J, Holleran C, Konrad J, Bland M. Implementation of Wearable Sensing Technology for Movement: Pushing Forward into the Routine Physical Rehabilitation Care Field. Sensors 2020;20(20):5744 View
  13. Grenier Ouimet A, Wagner G, Raymond L, Pare G. Investigating Patients’ Intention to Continue Using Teleconsultation to Anticipate Postcrisis Momentum: Survey Study. Journal of Medical Internet Research 2020;22(11):e22081 View
  14. Schmalz O, Jacob C, Ammann J, Liss B, Iivanainen S, Kammermann M, Koivunen J, Klein A, Popescu R. Digital Monitoring and Management of Patients With Advanced or Metastatic Non-Small Cell Lung Cancer Treated With Cancer Immunotherapy and Its Impact on Quality of Clinical Care: Interview and Survey Study Among Health Care Professionals and Patients. Journal of Medical Internet Research 2020;22(12):e18655 View
  15. Aminoff H, Meijer S, Arnelo U, Frennert S. Telemedicine for Remote Surgical Guidance in Endoscopic Retrograde Cholangiopancreatography: Mixed Methods Study of Practitioner Attitudes. JMIR Formative Research 2021;5(1):e20692 View
  16. Cunha B, Rodrigues K, Zaine I, da Silva E, Viel C, Pimentel M. Experience Sampling and Programmed Intervention Method and System for Planning, Authoring, and Deploying Mobile Health Interventions: Design and Case Reports. Journal of Medical Internet Research 2021;23(7):e24278 View
  17. Hilty D, Crawford A, Teshima J, Nasatir-Hilty S, Luo J, Chisler L, Gutierrez Hilty Y, Servis M, Godbout R, Lim R, Lu F. Mobile Health and Cultural Competencies as a Foundation for Telehealth Care: Scoping Review. Journal of Technology in Behavioral Science 2021;6(2):197 View
  18. Winters N, Patel K. Can a reconceptualization of online training be part of the solution to addressing the COVID-19 pandemic?. Journal of Interprofessional Care 2021;35(2):161 View
  19. Gárate F, Chausa P, Whetham J, Jones C, García F, Cáceres C, Sánchez-González P, Wallitt E, Gómez E, on behalf of the EmERGE Consortium . EmERGE mHealth Platform: Implementation and Technical Evaluation of a Digital Supported Pathway of Care for Medically Stable HIV. International Journal of Environmental Research and Public Health 2021;18(6):3156 View
  20. Yoon S, Goh H, Nadarajan G, Sung S, Teo I, Lee J, Ong M, Graves N, Teo T. Perceptions of Mobile Health Apps and Features to Support Psychosocial Well-being Among Frontline Health Care Workers Involved in the COVID-19 Pandemic Response: Qualitative Study. Journal of Medical Internet Research 2021;23(5):e26282 View
  21. Octavius G, Antonio F, Colloc J. Antecedents of Intention to Adopt Mobile Health (mHealth) Application and Its Impact on Intention to Recommend: An Evidence from Indonesian Customers. International Journal of Telemedicine and Applications 2021;2021:1 View
  22. Connolly S, Kuhn E, Possemato K, Torous J. Digital Clinics and Mobile Technology Implementation for Mental Health Care. Current Psychiatry Reports 2021;23(7) View
  23. Tonti S, Marzolini B, Bulgheroni M. Smartphone-Based Passive Sensing for Behavioral and Physical Monitoring in Free-Life Conditions: Technical Usability Study. JMIR Biomedical Engineering 2021;6(2):e15417 View
  24. Knapp A, Cohen K, Nicholas J, Mohr D, Carlo A, Skerl J, Lattie E. Integration of Digital Tools Into Community Mental Health Care Settings That Serve Young People: Focus Group Study. JMIR Mental Health 2021;8(8):e27379 View
  25. Terry D, Buntoro S. Perceived Usefulness of Telehealth Among Rural Medical Providers: Barriers to Use and Associations with Provider Confidence. Journal of Technology in Behavioral Science 2021;6(4):567 View
  26. Connolly S, Gifford A, Miller C, Bauer M, Lehmann L, Charness M. Provider Perceptions of Virtual Care During the Coronavirus Disease 2019 Pandemic. Medical Care 2021;Publish Ahead of Print View
  27. Choi W, Kim N, Kim A, Woo H. Nurse-Coordinated Blood Pressure Telemonitoring for Urban Hypertensive Patients: A Systematic Review and Meta-Analysis. International Journal of Environmental Research and Public Health 2021;18(13):6892 View
  28. Jacob C, Lindeque J, Klein A, Ivory C, Heuss S, Peter M. Assessing the Quality and Impact of eHealth Tools: Systematic Literature Review and Narrative Synthesis (Preprint). JMIR Human Factors 2022 View
  29. Wessels N, Ruiter E, Hulshof L, Loohuis A, van Gemert-Pijnen J, Metting E, van der Worp H, Blanker M. Care provider views on app-based treatment for female urinary incontinence: A mixed-methods study. Continence 2023;6:100584 View
  30. Talukder M, Aroos-Sheriffdeen S, Khan M, Quazi A, Abdullah A. Usage behavior of mHealth service users in Australia: do user demographics matter?. Journal of Services Marketing 2023 View
  31. Reid H, Proeschold-Bell R, Makarushka C, Melgar Vega K, Huchko M, Jeronimo J, Vasudevan L. Using the Consolidated Framework for Implementation Research to Inform the Design of the Mobile Inspección Visual con Ácido Acético System: Mixed Methods Case Study. JMIR Formative Research 2022;6(6):e32577 View
  32. Connolly S, Charness M, Miller C. To increase patient use of video telehealth, look to clinicians. Health Services Research 2023;58(1):5 View
  33. Dahlhausen F, Zinner M, Bieske L, Ehlers J, Boehme P, Fehring L. Physicians’ Attitudes Toward Prescribable mHealth Apps and Implications for Adoption in Germany: Mixed Methods Study. JMIR mHealth and uHealth 2021;9(11):e33012 View
  34. Thongsri N, Warintarawej P, Chotkaew S, Seksan J. A novel extended design thinking approach and predicting antecedents of food friend application acceptance during the COVID-19 outbreak. foresight 2022;24(3/4):408 View
  35. Ruskin D, Borsatto J, Szczech K, Tremblay M, D’Alessandro L, Mesaroli G, Sun N, Munns C, Stinson J. “Working Together”: Perspectives of Healthcare Professionals in Providing Virtual Care to Youth with Chronic Pain during the COVID-19 Pandemic. International Journal of Environmental Research and Public Health 2023;20(6):4757 View
  36. Drabarek D, Habgood E, Ackermann D, Hersch J, Janda M, Morton R, Guitera P, Soyer H, Collgros H, Cust A, Saw R, Emery J, Mar V, Dieng M, Azzi A, Lilleyman A, Bell K. Perspectives and Experiences of Patient-Led Melanoma Surveillance Using Digital Technologies From Clinicians Involved in the MEL-SELF Pilot Randomized Controlled Trial: Qualitative Interview Study. JMIR Dermatology 2022;5(4):e40623 View
  37. Sivakumar B, Lemonde M, Stein M, Goldstein S, Mak S, Arcand J. Evaluating Health Care Provider Perspectives on the Use of Mobile Apps to Support Patients With Heart Failure Management: Qualitative Descriptive Study. JMIR Cardio 2022;6(2):e40546 View
  38. Milcent C, Zbiri S. Use of telehealth: Evidence from French teleconsultation for women’s healthcare, prior and during COVID-19 pandemic. Health Services Management Research 2022:095148482211158 View
  39. Fanta G, Pretorius L. Sociotechnical factors of sustainable digital health systems: A system dynamics model. Health Policy and Technology 2023;12(1):100729 View
  40. Goldhar H, Gazel U, Ivory C, Maltez N, Humphrey-Murto S, Milman N, Zehra Aydin S. Factors affecting patient satisfaction with outpatient rheumatology phone visits during the COVID-19 pandemic. Clinical Rheumatology 2022;41(9):2839 View
  41. Ruyobeza B, Grobbelaar S, Botha A. Hurdles to developing and scaling remote patients’ health management tools and systems: a scoping review. Systematic Reviews 2022;11(1) View
  42. De Veirman A, Thewissen V, Spruijt M, Bolman C. Factors Associated With Intention and Use of e–Mental Health by Mental Health Counselors in General Practices: Web-Based Survey. JMIR Formative Research 2022;6(12):e34754 View
  43. Chang S, Gray L, Torous J. Smartphone app engagement and clinical outcomes in a hybrid clinic. Psychiatry Research 2023;319:115015 View
  44. Jacob C, Bourke S, Heuss S. From Testers to Cocreators—the Value of and Approaches to Successful Patient Engagement in the Development of eHealth Solutions: Qualitative Expert Interview Study. JMIR Human Factors 2022;9(4):e41481 View
  45. Hjorth Johansen E, Børøsund E, Martinsen Østen I, Holmstrøm H, Moen A. Acceptability and Initial Adoption of the Heart Observation App for Infants with Congenital Heart Disease: A Qualitative Study (Preprint). JMIR Formative Research 2023 View
  46. Wilczewski H, Paige S, Ong T, Barrera J, Soni H, Welch B, Bunnell B. Perceptions of Telemental Health Care Delivery During COVID-19: A Cross-Sectional Study With Providers, February-March 2021. Frontiers in Psychiatry 2022;13 View
  47. Sterling W, Sobolev M, Van Meter A, Guinart D, Birnbaum M, Rubio J, Kane J. Digital Technology in Psychiatry: Survey Study of Clinicians. JMIR Formative Research 2022;6(11):e33676 View
  48. Lu F, Huang X, Wang X. Willingness to Pay for Mobile Health Live Streaming during the COVID-19 Pandemic: Integrating TPB with Compatibility. Sustainability 2022;14(23):15932 View
  49. Peng X, Li Z, Zhang C, Wu Q, Gu J, You H. Assessing Determinants of Online Medical Services Adoption Willingness of General Hospital Physicians Using the Information-Motivation-Behavioral Skills Model: A Multi-Group Structural Equation Modeling Approach. Journal of Multidisciplinary Healthcare 2021;Volume 14:3453 View
  50. Tan A, Rusli K, McKenna L, Tan L, Liaw S. Telemedicine experiences and perspectives of healthcare providers in long-term care: A scoping review. Journal of Telemedicine and Telecare 2021:1357633X2110492 View
  51. Dahlhausen F, Zinner M, Bieske L, Ehlers J, Boehme P, Fehring L. There's an app for that, but nobody's using it: Insights on improving patient access and adherence to digital therapeutics in Germany. DIGITAL HEALTH 2022;8:205520762211046 View
  52. Richardson P, Parker D, Chavez K, Birnie K, Krane E, Simons L, Cunningham N, Bhandari R. Evaluating Telehealth Implementation in the Context of Pediatric Chronic Pain Treatment during COVID-19. Children 2021;8(9):764 View
  53. Lu Y, Wang Q. Doctors’ Preferences in the Selection of Patients in Online Medical Consultations: An Empirical Study with Doctor–Patient Consultation Data. Healthcare 2022;10(8):1435 View
  54. Mendes-Santos C, Nunes F, Weiderpass E, Santana R, Andersson G. Understanding Mental Health Professionals’ Perspectives and Practices Regarding the Implementation of Digital Mental Health: Qualitative Study. JMIR Formative Research 2022;6(4):e32558 View
  55. Guardado Medina S, Isomursu M. The Use of Patient-Generated Health Data From Consumer-Grade Mobile Devices in Clinical Workflows: Protocol for a Systematic Review. JMIR Research Protocols 2023;12:e39389 View
  56. Bhyat R, Hagens S, Bryski K, Kohlmaier J. Digital Health Value Realization Through Active Change Efforts. Frontiers in Public Health 2021;9 View
  57. Connolly S, Sullivan J, Lindsay J, Shimada S, Heyworth L, Weaver K, Miller C. Factors influencing uptake of telemental health via videoconferencing at high and low adoption sites within the Department of Veterans Affairs during COVID-19: a qualitative study. Implementation Science Communications 2022;3(1) View
  58. Fernández Coves A, Yeung K, van der Putten I, Nelson E. Teleconsultation adoption since COVID-19: Comparison of barriers and facilitators in primary care settings in Hong Kong and the Netherlands. Health Policy 2022;126(10):933 View
  59. Glock H, Milos Nymberg V, Borgström Bolmsjö B, Holm J, Calling S, Wolff M, Pikkemaat M. Attitudes, Barriers, and Concerns Regarding Telemedicine Among Swedish Primary Care Physicians: A Qualitative Study. International Journal of General Medicine 2021;Volume 14:9237 View
  60. Fox R, Mulcahy Symmons S, De Brún A, Joyce D, Muldoon E, McGinty T, O'Reilly K, O’Connor E, McAuliffe E. Mixed methods protocol to examine the acceptability and clinical characteristics of a remote monitoring programme for delivery of COVID-19 care, among healthcare staff and patients. BMJ Open 2021;11(9):e051408 View
  61. Chiauzzi E, Wicks P. Beyond the Therapist’s Office: Merging Measurement-Based Care and Digital Medicine in the Real World. Digital Biomarkers 2021;5(2):176 View
  62. Bostrøm K, Varsi C, Eide H, Børøsund E, Kristjansdottir Ó, Schreurs K, Waxenberg L, Weiss K, Morrison E, Nordang E, Stubhaug A, Nes L. Engaging with EPIO, a digital pain self-management program: a qualitative study. BMC Health Services Research 2022;22(1) View
  63. Ratanawong J, Naslund J, Mikal J, Grande S. Achieving the potential of mHealth in medicine requires challenging the ethos of care delivery. Primary Health Care Research & Development 2022;23 View
  64. Peng X, Li Z, Zhang C, Liu R, Jiang Y, Chen J, Qi Z, Ge J, Zhao S, Zhou M, You H. Determinants of physicians’ online medical services uptake: a cross-sectional study applying social ecosystem theory. BMJ Open 2021;11(9):e048851 View
  65. Hein H, Glombiewski J, Rief W, Riecke J. Effects of a video intervention on physicians’ acceptance of pain apps: a randomised controlled trial. BMJ Open 2022;12(4):e060020 View
  66. Al-Rayes S, AlOfi R, Alanezi F, Al-Ansary N, Alshawan D, Almulla S, AlSaif A, Alnujaidi H, Alanezi N, Alakrawi Z, AlMubarak S, Alnaim N, Saraireh L, Attar R, Aljanoubi H, Saadah A, Alfayez A, Alanzi T. Public awareness and use of health tools provided by the portal of the Ministry of Health of Saudi Arabia. Informatics in Medicine Unlocked 2023;36:101151 View
  67. Woodcock E. Barriers to and Facilitators of Automated Patient Self-scheduling for Health Care Organizations: Scoping Review. Journal of Medical Internet Research 2022;24(1):e28323 View
  68. Tennant R, Tetui M, Grindrod K, Burns C. Multi-Disciplinary Design and Implementation of a Mass Vaccination Clinic Mobile Application to Support Decision-Making. IEEE Journal of Translational Engineering in Health and Medicine 2023;11:60 View
  69. Pisa B, García-Lozano M, González-Lama J. Aspectos legales de la telemedicina. FMC - Formación Médica Continuada en Atención Primaria 2021;28(10):544 View
  70. Jacob C, Sezgin E, Sanchez-Vazquez A, Ivory C. Sociotechnical Factors Affecting Patients’ Adoption of Mobile Health Tools: Systematic Literature Review and Narrative Synthesis. JMIR mHealth and uHealth 2022;10(5):e36284 View
  71. Folkvord F, Peschke L, Ağca Y, van Houten K, Stazi G, Lupiáñez-Villanueva F. Preferences in the Willingness to Download a COVID-19 Contact Tracing App in the Netherlands and Turkey: Experimental Study. JMIR Formative Research 2022;6(7):e37891 View
  72. Singh H, Tahsin F, Nie J, McKinstry B, Thavorn K, Upshur R, Harvey S, Wodchis W, Gray C. Exploring the perspectives of primary care providers on use of the electronic Patient Reported Outcomes tool to support goal-oriented care: a qualitative study. BMC Medical Informatics and Decision Making 2021;21(1) View
  73. Firet L, Teunissen T, Kool R, Notten K, Lagro-Janssen A, van der Vaart H, Assendelft W. Usage of a Web-Based eHealth Intervention for Women With Stress Urinary Incontinence: Mixed Methods Study. Journal of Medical Internet Research 2022;24(11):e38255 View
  74. Drabarek D, Habgood E, Janda M, Hersch J, Ackermann D, Low D, Low C, Morton R, Dieng M, Cust A, Morgan A, Smith E, Bell K. Experiences of Patient-Led Surveillance, Including Patient-Performed Teledermoscopy, in the MEL-SELF Pilot Randomized Controlled Trial: Qualitative Interview Study. JMIR Dermatology 2022;5(3):e35916 View
  75. Parretti C, Tartaglia R, La Regina M, Venneri F, Sbrana G, Mandò M, Barach P. Improved FMEA Methods for Proactive Health Care Risk Assessment of the Effectiveness and Efficiency of COVID-19 Remote Patient Telemonitoring. American Journal of Medical Quality 2022;37(6):535 View

Books/Policy Documents

  1. Hilty D, Torous J, Chan S. Virtual Mental Health Care for Rural and Underserved Settings. View
  2. Chreiman K, Subramanian M, Reilly P. Management of Chest Trauma. View
  3. Hilty D, Armstrong C, Edwards-Stewart A, Luxton D. Digital Therapeutics for Mental Health and Addiction. View