This paper is in the following e-collection/theme issue:

Formative Evaluation of Digital Health Interventions (1855) Engagement with and Adherence to Digital Health Interventions, Law of Attrition (402) mHealth for Wellness, Behavior Change and Prevention (2526) Behavior Change (605)

Published on in Vol 3, No 4 (2019): Oct-Dec

Understanding Health Behavior Technology Engagement: Pathway to Measuring Digital Behavior Change Interventions

Understanding Health Behavior Technology Engagement: Pathway to Measuring Digital Behavior Change Interventions

Understanding Health Behavior Technology Engagement: Pathway to Measuring Digital Behavior Change Interventions

Authors of this article:

Heather Cole-Lewis 1 Author Orcid Image ;   Nnamdi Ezeanochie 1 Author Orcid Image ;   Jennifer Turgiss 1 Author Orcid Image
Article Authors Cited by (62) Tweetations (35) Metrics

Journals

  1. Adu M, Malabu U, Malau-Aduli A, Drovandi A, Malau-Aduli B. User Retention and Engagement With a Mobile App Intervention to Support Self-Management in Australians With Type 1 or Type 2 Diabetes (My Care Hub): Mixed Methods Study. JMIR mHealth and uHealth 2020;8(6):e17802 View
  2. Conroy D, Yang C, Lanza S, Smyth J, Lagoa C. Temporal Dynamics of Treatment Receipt in a Text Message Intervention for Physical Activity: Single-Group, Within-Person Trial. JMIR mHealth and uHealth 2020;8(4):e14270 View
  3. O'Brien H, Morton E, Kampen A, Barnes S, Michalak E. Beyond clicks and downloads: a call for a more comprehensive approach to measuring mobile-health app engagement. BJPsych Open 2020;6(5) View
  4. Oppezzo M, Tremmel J, Desai M, Baiocchi M, Ramo D, Cullen M, Prochaska J. Twitter-Based Social Support Added to Fitbit Self-Monitoring for Decreasing Sedentary Behavior: Protocol for a Randomized Controlled Pilot Trial With Female Patients From a Women’s Heart Clinic. JMIR Research Protocols 2020;9(12):e20926 View
  5. Boudreau F, Dagenais G, de Vries H, Walthouwer M, Côté J, Turbide G, Bourlaud A, Poirier P. Effectiveness of a web-based computer-tailored intervention promoting physical activity for adults from Quebec City: a randomized controlled trial. Health Psychology and Behavioral Medicine 2020;8(1):601 View
  6. Kramer L, Mulder B, van Velsen L, de Vet E. Use and Effect of Web-Based Embodied Conversational Agents for Improving Eating Behavior and Decreasing Loneliness Among Community-Dwelling Older Adults: Protocol for a Randomized Controlled Trial. JMIR Research Protocols 2021;10(1):e22186 View
  7. Mclaughlin M, Delaney T, Hall A, Byaruhanga J, Mackie P, Grady A, Reilly K, Campbell E, Sutherland R, Wiggers J, Wolfenden L. Associations Between Digital Health Intervention Engagement, Physical Activity, and Sedentary Behavior: Systematic Review and Meta-analysis. Journal of Medical Internet Research 2021;23(2):e23180 View
  8. Lawrence K, Rodriguez D, Feldthouse D, Shelley D, Yu J, Belli H, Gonzalez J, Tasneem S, Fontaine J, Groom L, Luu S, Wu Y, McTigue K, Rockette-Wagner B, Mann D. Effectiveness of an Integrated Engagement Support System to Facilitate Patient Use of Digital Diabetes Prevention Programs: Protocol for a Randomized Controlled Trial. JMIR Research Protocols 2021;10(2):e26750 View
  9. Baumel A, Muench F. Effort-Optimized Intervention Model: Framework for Building and Analyzing Digital Interventions That Require Minimal Effort for Health-Related Gains. Journal of Medical Internet Research 2021;23(3):e24905 View
  10. Williams K, Markwardt S, Kearney S, Karp J, Kraemer K, Park M, Freund P, Watson A, Schuster J, Beckjord E. Addressing Implementation Challenges to Digital Care Delivery for Adults With Multiple Chronic Conditions: Stakeholder Feedback in a Randomized Controlled Trial. JMIR mHealth and uHealth 2021;9(2):e23498 View
  11. Flaherty S, McCarthy M, Collins A, McCafferty C, McAuliffe F. Exploring engagement with health apps: the emerging importance of situational involvement and individual characteristics. European Journal of Marketing 2021;55(13):122 View
  12. Hocking J, Oster C, Maeder A. Use of conversational agents in rehabilitation following brain injury, disease, or stroke: a scoping review protocol. JBI Evidence Synthesis 2021;19(6):1369 View
  13. Willis M, Hein L, Hu Z, Saran R, Argentina M, Bragg-Gresham J, Krein S, Gillespie B, Zheng K, Veinot T. Feeling better on hemodialysis: user-centered design requirements for promoting patient involvement in the prevention of treatment complications. Journal of the American Medical Informatics Association 2021;28(8):1612 View
  14. Sanchez-Flack J, Buscemi J, O'Donnell A, Clark Withington M, Fitzgibbon M. Black American and Latinx Parent/Caregiver Participation in Digital Health Obesity Interventions for Children: A Systematic Review. Frontiers in Digital Health 2021;3 View
  15. Oppezzo M, Tremmel J, Kapphahn K, Desai M, Baiocchi M, Sanders M, Prochaska J. Feasibility, preliminary efficacy, and acceptability of a twitter-based social support group vs Fitbit only to decrease sedentary behavior in women. Internet Interventions 2021;25:100426 View
  16. Chatterjee A, Prinz A, Gerdes M, Martinez S. Digital Interventions on Healthy Lifestyle Management: Systematic Review. Journal of Medical Internet Research 2021;23(11):e26931 View
  17. Magee M, Gholamrezaei A, McNeilage A, Sim A, Dwyer L, Ferreira M, Darnall B, Glare P, Ashton-James C. A Digital Video and Text Messaging Intervention to Support People With Chronic Pain During Opioid Tapering: Content Development Using Co-design. JMIR Formative Research 2022;6(11):e40507 View
  18. Zech J, Johnson M, Pullmann M, Hull T, Althoff T, Munson S, Fridling N, Litvin B, Wu J, Areán P. An Integrative Engagement Model of Digital Psychotherapy: Exploratory Focus Group Findings. JMIR Formative Research 2023;7:e41428 View
  19. Beinema T, op den Akker H, Hurmuz M, Jansen-Kosterink S, Hermens H. Automatic topic selection for long-term interaction with embodied conversational agents in health coaching: A micro-randomized trial. Internet Interventions 2022;27:100502 View
  20. Fontil V, Khoong E, Green B, Ralston J, Zhou C, Garcia F, McCulloch C, Sarkar U, Lyles C. Randomized trial protocol for remote monitoring for equity in advancing the control of hypertension in safety net systems (REACH-SNS) study. Contemporary Clinical Trials 2023;126:107112 View
  21. Auster-Gussman L, Lockwood K, Graham S, Pitter V, Branch O. Engagement in Digital Health App-Based Prevention Programs Is Associated With Weight Loss Among Adults Age 65+. Frontiers in Digital Health 2022;4 View
  22. Hui C, McKinstry B, Mclean S, Buchner M, Pinnock H. Assessing the technical feasibility of a flexible, integrated Internet-of-things connected for asthma (C4A) system to support self-management: a mixed method study exploring patients and healthcare professionals perspectives. JAMIA Open 2022;5(4) View
  23. Kay M, Miller H, Askew S, Spaulding E, Chisholm M, Christy J, Yang Q, Steinberg D. Patterns of Engagement With an Application-Based Dietary Self-Monitoring Tool Within a Randomized Controlled Feasibility Trial. AJPM Focus 2022;1(2):100037 View
  24. Nelson L, Spieker A, Mayberry L, McNaughton C, Greevy R. Estimating the impact of engagement with digital health interventions on patient outcomes in randomized trials. Journal of the American Medical Informatics Association 2021;29(1):128 View
  25. Schwarz A, Winkens L, de Vet E, Ossendrijver D, Bouwsema K, Simons M. Design Features Associated With Engagement in Mobile Health Physical Activity Interventions Among Youth: Systematic Review of Qualitative and Quantitative Studies. JMIR mHealth and uHealth 2023;11:e40898 View
  26. Milne-Ives M, Homer S, Andrade J, Meinert E. Associations Between Behavior Change Techniques and Engagement With Mobile Health Apps: Protocol for a Systematic Review. JMIR Research Protocols 2022;11(3):e35172 View
  27. Mancinelli E, Dell'Arciprete G, Pattarozzi D, Gabrielli S, Salcuni S. Digital Behavioral Activation Interventions During the Perinatal Period: Scoping Review. JMIR Pediatrics and Parenting 2023;6:e40937 View
  28. O'Brien H, Roll I, Kampen A, Davoudi N. Rethinking (Dis)engagement in human-computer interaction. Computers in Human Behavior 2022;128:107109 View
  29. Kramer L, van Velsen L, Clark J, Mulder B, de Vet E. Use and Effect of Embodied Conversational Agents for Improving Eating Behavior and Decreasing Loneliness Among Community-Dwelling Older Adults: Randomized Controlled Trial. JMIR Formative Research 2022;6(4):e33974 View
  30. Mancinelli E, Bassi G, Gabrielli S, Salcuni S. The Efficacy of Digital Cognitive–Behavioral Interventions in Supporting the Psychological Adjustment and Sleep Quality of Pregnant Women with Sub-Clinical Symptoms: A Systematic Review and Meta-Analysis. International Journal of Environmental Research and Public Health 2022;19(15):9549 View
  31. Michalak E, Barnes S, Morton E, O'Brien H, Murray G, Hole R, Meyer D. Supporting Self-management and Quality of Life in Bipolar Disorder With the PolarUs App (Alpha): Protocol for a Mixed Methods Study. JMIR Research Protocols 2022;11(8):e36213 View
  32. Nardi W, Roy A, Dunsiger S, Brewer J. Analyzing the Impact of Mobile App Engagement on Mental Health Outcomes: Secondary Analysis of the Unwinding Anxiety Program. Journal of Medical Internet Research 2022;24(8):e33696 View
  33. Abdulrahman A, Richards D. In Search of Embodied Conversational and Explainable Agents for Health Behaviour Change and Adherence. Multimodal Technologies and Interaction 2021;5(9):56 View
  34. Voorheis P, Bhuiya A, Kuluski K, Pham Q, Petch J. Making Sense of Theories, Models, and Frameworks in Digital Health Behavior Change Design: Qualitative Descriptive Study. Journal of Medical Internet Research 2023;25:e45095 View
  35. Sporrel K, Wang S, Ettema D, Nibbeling N, Krose B, Deutekom M, de Boer R, Simons M. Just-in-Time Prompts for Running, Walking, and Performing Strength Exercises in the Built Environment: 4-Week Randomized Feasibility Study. JMIR Formative Research 2022;6(8):e35268 View
  36. Balaji D, He L, Giani S, Bosse T, Wiers R, de Bruijn G, Hogben M. Effectiveness and acceptability of conversational agents for sexual health promotion: a systematic review and meta-analysis. Sexual Health 2022;19(5):391 View
  37. Serio C, Gabarda A, Uyar-Morency F, Silfee V, Ludwig J, Szigethy E, Butterworth S. Strengthening the Impact of Digital Cognitive Behavioral Interventions Through a Dual Intervention: Proficient Motivational Interviewing–Based Health Coaching Plus In-Application Techniques. JMIR Formative Research 2022;6(5):e34552 View
  38. Silva C, Horsham C, Kou K, Baade P, Soyer H, Janda M. Factors influencing participants’ engagement with an interactive text-message intervention to improve sun protection behaviors: “SunText” randomized controlled trial. Translational Behavioral Medicine 2022;12(3):433 View
  39. Morton E, Nicholas J, Lapadat L, O'Brien H, Barnes S, Poh C, Michalak E. Use of smartphone apps in bipolar disorder: An international web-based survey of feature preferences and privacy concerns. Journal of Affective Disorders 2021;295:1102 View
  40. Blasiak A, Sapanel Y, Leitman D, Ng W, De Nicola R, Lee V, Todorov A, Ho D. Omnichannel Communication to Boost Patient Engagement and Behavioral Change With Digital Health Interventions. Journal of Medical Internet Research 2022;24(11):e41463 View
  41. Jesuthasan J, Low M, Ong T. The Impact of Personalized Human Support on Engagement With Behavioral Intervention Technologies for Employee Mental Health: An Exploratory Retrospective Study. Frontiers in Digital Health 2022;4 View
  42. Simões de Almeida R, Marques A. User engagement in mobile apps for people with schizophrenia: A scoping review. Frontiers in Digital Health 2023;4 View
  43. Peng M, Yan X. Exploring the Influence of Determinants on Behavior Intention to Use of Multiple Media Kiosks Through Technology Readiness and Acceptance Model. Frontiers in Psychology 2022;13 View
  44. Delaney T, Mclaughlin M, Hall A, Yoong S, Brown A, O'Brien K, Dray J, Barnes C, Hollis J, Wyse R, Wiggers J, Sutherland R, Wolfenden L. Associations between Digital Health Intervention Engagement and Dietary Intake: A Systematic Review. Nutrients 2021;13(9):3281 View
  45. Voorheis P, Zhao A, Kuluski K, Pham Q, Scott T, Sztur P, Khanna N, Ibrahim M, Petch J. Integrating Behavioral Science and Design Thinking to Develop Mobile Health Interventions: Systematic Scoping Review. JMIR mHealth and uHealth 2022;10(3):e35799 View
  46. Von Ah D, Crouch A, Storey S. Acceptability of computerized cognitive training and global cognitive stimulating‐based games delivered remotely: Results from a randomized controlled trial to address cancer and cancer‐related cognitive impairment in breast cancer survivors. Cancer Medicine 2023;12(11):12717 View
  47. Robinson S, Bamonti P, Richardson C, Kadri R, Moy M. Rural disparities impact response to a web‐based physical activity self‐management intervention in COPD: A secondary analysis. The Journal of Rural Health 2023 View
  48. Ross J, Hawkes R, Miles L, Cotterill S, Bower P, Murray E. Design and Early Use of the Nationally Implemented Healthier You National Health Service Digital Diabetes Prevention Programme: Mixed Methods Study. Journal of Medical Internet Research 2023;25:e47436 View
  49. Zimmermann M, Greenberg L, Breland J. Engagement and Use of a Blended mHealth Intervention for Health Behavior Change. International Journal of Behavioral Medicine 2023 View
  50. Tsirmpas C, Nikolakopoulou M, Kaplow S, Andrikopoulos D, Fatouros P, Kontoangelos K, Papageorgiou C. A Digital Mental Health Support Program for Depression and Anxiety in Populations With Attention-Deficit/Hyperactivity Disorder: Feasibility and Usability Study. JMIR Formative Research 2023;7:e48362 View
  51. Mann A, Shah A, Thibodeau P, Dyrbye L, Syed A, Woodward M, Thurmon K, Jones C, Dunbar K, Fainstad T. Online Well-Being Group Coaching Program for Women Physician Trainees. JAMA Network Open 2023;6(10):e2335541 View
  52. Wang X, Zhao K, Amato M, Stanton C, Shuter J, Graham A. The Role of Seed Users in Nurturing an Online Health Community for Smoking Cessation Among People With HIV/AIDS. Annals of Behavioral Medicine 2023 View
  53. Voorheis P, Petch J, Pham Q, Kuluski K, König L. Maximizing the value of patient and public involvement in the digital health co-design process: A qualitative descriptive study with design leaders and patient-public partners. PLOS Digital Health 2023;2(10):e0000213 View
  54. Milne-Ives M, Homer S, Andrade J, Meinert E. Potential associations between behavior change techniques and engagement with mobile health apps: a systematic review. Frontiers in Psychology 2023;14 View
  55. Doyuran E. Nudge goes to Silicon Valley: designing for the disengaged and the irrational. Journal of Cultural Economy 2023:1 View
  56. Leong U, Chakraborty B. Participant Engagement in Microrandomized Trials of mHealth Interventions: Scoping Review. JMIR mHealth and uHealth 2023;11:e44685 View
  57. Giovanelli A, Rowe J, Taylor M, Berna M, Tebb K, Penilla C, Pugatch M, Lester J, Ozer E. Supporting Adolescent Engagement with Artificial Intelligence–Driven Digital Health Behavior Change Interventions. Journal of Medical Internet Research 2023;25:e40306 View
  58. Worthington A, Gillies N, Hannaford R, Roy R, Braakhuis A. Implementing multicomponent, eHealth-based behaviour change support within a dietary intervention trial improves adherence to study-related behaviours in healthy young adults. BMC Nutrition 2023;9(1) View
  59. Nelson L, Spieker A, LeStourgeon L, Greevy R, Molli S, Roddy M, Mayberry L. The Goldilocks Dilemma in mHealth Interventions: An Observational Study on Balancing User Response and Reflection (Preprint). JMIR mHealth and uHealth 2023 View

Books/Policy Documents

  1. Fernandez-Luque L, Núñez-Benjumea F, Cervera-Torres S, López-Guerra J, Liao Z, Pagán J, Zambrana F. Personal Health Informatics. View
  2. Farhat-ul-Ain , Popovitš O, Tomberg V. Human-Computer Interaction. User Experience and Behavior. View
  3. Areán P, Allred R. Digital Therapeutics for Mental Health and Addiction. View