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

Web-based and Mobile Health Interventions (3297) mHealth for Wellness, Behavior Change and Prevention (2871) Behavior Change (712) Fitness Trackers and Smart Pedometers/Accelerometers (561)

Published on in Vol 20, No 3 (2018): March

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/8701, first published .
Just-in-Time Feedback in Diet and Physical Activity Interventions: Systematic Review and Practical Design Framework

Just-in-Time Feedback in Diet and Physical Activity Interventions: Systematic Review and Practical Design Framework

Just-in-Time Feedback in Diet and Physical Activity Interventions: Systematic Review and Practical Design Framework

Authors of this article:

Susan M Schembre1 Author Orcid Image ;   Yue Liao1 Author Orcid Image ;   Michael C Robertson1 Author Orcid Image ;   Genevieve Fridlund Dunton2 Author Orcid Image ;   Jacqueline Kerr3 Author Orcid Image ;   Meghan E Haffey4 Author Orcid Image ;   Taylor Burnett5 Author Orcid Image ;   Karen Basen-Engquist1 Author Orcid Image ;   Rachel S Hicklen6 Author Orcid Image
Article Authors Cited by (89) Tweetations (59) Metrics

Journals

  1. Kankanhalli A, Saxena M, Wadhwa B. Combined interventions for physical activity, sleep, and diet using smartphone apps: A scoping literature review. International Journal of Medical Informatics 2019;123:54 View
  2. Liew S, Gorny A, Tan C, Müller-Riemenschneider F. A Mobile Health Team Challenge to Promote Stepping and Stair Climbing Activities: Exploratory Feasibility Study. JMIR mHealth and uHealth 2020;8(2):e12665 View
  3. . Challenges and opportunities for e- and m-health-based behaviour change interventions. Perspectives in Public Health 2018;138(6):307 View
  4. Aldenaini N, Alqahtani F, Orji R, Sampalli S. Trends in Persuasive Technologies for Physical Activity and Sedentary Behavior: A Systematic Review. Frontiers in Artificial Intelligence 2020;3 View
  5. Lüscher J, Kowatsch T, Boateng G, Santhanam P, Bodenmann G, Scholz U. Social Support and Common Dyadic Coping in Couples' Dyadic Management of Type II Diabetes: Protocol for an Ambulatory Assessment Application. JMIR Research Protocols 2019;8(10):e13685 View
  6. Pope Z, Barr-Anderson D, Lewis B, Pereira M, Gao Z. Use of Wearable Technology and Social Media to Improve Physical Activity and Dietary Behaviors among College Students: A 12-Week Randomized Pilot Study. International Journal of Environmental Research and Public Health 2019;16(19):3579 View
  7. Hardeman W, Houghton J, Lane K, Jones A, Naughton F. A systematic review of just-in-time adaptive interventions (JITAIs) to promote physical activity. International Journal of Behavioral Nutrition and Physical Activity 2019;16(1) View
  8. Coletta A, Peterson S, Gatus L, Krause K, Schembre S, Gilchrist S, Arun B, You Y, Rodriguez-Bigas M, Strong L, Lu K, Basen-Engquist K. Diet, weight management, physical activity and Ovarian & Breast Cancer Risk in women with BRCA1/2 pathogenic Germline gene variants: systematic review. Hereditary Cancer in Clinical Practice 2020;18(1) View
  9. Sporrel K, Nibbeling N, Wang S, Ettema D, Simons M. Unraveling Mobile Health Exercise Interventions for Adults: Scoping Review on the Implementations and Designs of Persuasive Strategies. JMIR mHealth and uHealth 2021;9(1):e16282 View
  10. Villinger K, Wahl D, Boeing H, Schupp H, Renner B. The effectiveness of app‐based mobile interventions on nutrition behaviours and nutrition‐related health outcomes: A systematic review and meta‐analysis. Obesity Reviews 2019;20(10):1465 View
  11. Shoneye C, Mullan B, Begley A, Pollard C, Jancey J, Kerr D. Design and Development of a Digital Weight Management Intervention (ToDAy): Qualitative Study. JMIR mHealth and uHealth 2020;8(9):e17919 View
  12. Walton D. Physiotherapy’s Place in a Rapidly Changing World: A Pan-Canadian Perspective of Threats Facing Practice from the Physio Moves Canada Project, Part 2. Physiotherapy Canada 2020;72(1):34 View
  13. Liao Y, Schembre S. Acceptability of Continuous Glucose Monitoring in Free-Living Healthy Individuals: Implications for the Use of Wearable Biosensors in Diet and Physical Activity Research. JMIR mHealth and uHealth 2018;6(10):e11181 View
  14. Stieger M, Nißen M, Rüegger D, Kowatsch T, Flückiger C, Allemand M. PEACH, a smartphone- and conversational agent-based coaching intervention for intentional personality change: study protocol of a randomized, wait-list controlled trial. BMC Psychology 2018;6(1) View
  15. Fuller-Tyszkiewicz M, Richardson B, Little K, Teague S, Hartley-Clark L, Capic T, Khor S, Cummins R, Olsson C, Hutchinson D. Efficacy of a Smartphone App Intervention for Reducing Caregiver Stress: Randomized Controlled Trial. JMIR Mental Health 2020;7(7):e17541 View
  16. Kooiman T, Dijkstra A, Kooy A, Dotinga A, van der Schans C, de Groot M. The Role of Self-Regulation in the Effect of Self-Tracking of Physical Activity and Weight on BMI. Journal of Technology in Behavioral Science 2020;5(2):206 View
  17. Murray E, Daff K, Lavida A, Henley W, Irwin J, Valabhji J. Evaluation of the digital diabetes prevention programme pilot: uncontrolled mixed-methods study protocol. BMJ Open 2019;9(5):e025903 View
  18. Lee J, Kim H, Kim K, Jung D, Jowsey T, Webster C. Effective virtual patient simulators for medical communication training: A systematic review. Medical Education 2020;54(9):786 View
  19. Partridge S, Redfern J. Strategies to Engage Adolescents in Digital Health Interventions for Obesity Prevention and Management. Healthcare 2018;6(3):70 View
  20. Skinner A, Toumpakari Z, Stone C, Johnson L. Future Directions for Integrative Objective Assessment of Eating Using Wearable Sensing Technology. Frontiers in Nutrition 2020;7 View
  21. Liao Y, Song J, Robertson M, Cox-Martin E, Basen-Engquist K. An Ecological Momentary Assessment Study Investigating Self-efficacy and Outcome Expectancy as Mediators of Affective and Physiological Responses and Exercise Among Endometrial Cancer Survivors. Annals of Behavioral Medicine 2020;54(5):320 View
  22. TANG Q, JOHN D, THAPA-CHHETRY B, ARGUELLO D, INTILLE S. Posture and Physical Activity Detection: Impact of Number of Sensors and Feature Type. Medicine & Science in Sports & Exercise 2020;52(8):1834 View
  23. Lau Y, Chee D, Chow X, Cheng L, Wong S. Personalised eHealth interventions in adults with overweight and obesity: A systematic review and meta-analysis of randomised controlled trials. Preventive Medicine 2020;132:106001 View
  24. Sporrel K, De Boer R, Wang S, Nibbeling N, Simons M, Deutekom M, Ettema D, Castro P, Dourado V, Kröse B. The Design and Development of a Personalized Leisure Time Physical Activity Application Based on Behavior Change Theories, End-User Perceptions, and Principles From Empirical Data Mining. Frontiers in Public Health 2021;8 View
  25. Liao Y, Basen-Engquist K, Urbauer D, Bevers T, Hawk E, Schembre S. Using Continuous Glucose Monitoring to Motivate Physical Activity in Overweight and Obese Adults: A Pilot Study. Cancer Epidemiology, Biomarkers & Prevention 2020;29(4):761 View
  26. MacIntyre R, Heron K, Crosby R, Engel S, Wonderlich S, Mason T. Measurement of the influences of social processes in appetite using ecological momentary assessment. Appetite 2021;161:105126 View
  27. Raiff B, Burrows C, Dwyer M. Behavior-Analytic Approaches to the Management of Diabetes Mellitus: Current Status and Future Directions. Behavior Analysis in Practice 2021;14(1):240 View
  28. Fiedler J, Eckert T, Wunsch K, Woll A. Key facets to build up eHealth and mHealth interventions to enhance physical activity, sedentary behavior and nutrition in healthy subjects – an umbrella review. BMC Public Health 2020;20(1) View
  29. Whelan M, Denton F, Bourne C, Kingsnorth A, Sherar L, Orme M, Esliger D. A digital lifestyle behaviour change intervention for the prevention of type 2 diabetes: a qualitative study exploring intuitive engagement with real-time glucose and physical activity feedback. BMC Public Health 2021;21(1) View
  30. Robertson M, Green C, Liao Y, Durand C, Basen-Engquist K. Self-efficacy and Physical Activity in Overweight and Obese Adults Participating in a Worksite Weight Loss Intervention: Multistate Modeling of Wearable Device Data. Cancer Epidemiology, Biomarkers & Prevention 2020;29(4):769 View
  31. Kleis R, Hoch M, Hogg-Graham R, Hoch J. The Effectiveness of the Transtheoretical Model to Improve Physical Activity in Healthy Adults: A Systematic Review. Journal of Physical Activity and Health 2021;18(1):94 View
  32. Thomas E, Brown J. Using Feedback to Improve Accountability in Global Environmental Health and Engineering. Environmental Science & Technology 2021;55(1):90 View
  33. Epstein D, Caldeira C, Figueiredo M, Lu X, Silva L, Williams L, Lee J, Li Q, Ahuja S, Chen Q, Dowlatyari P, Hilby C, Sultana S, Eikey E, Chen Y. Mapping and Taking Stock of the Personal Informatics Literature. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2020;4(4):1 View
  34. Nam S, Griggs S, Ash G, Dunton G, Huang S, Batten J, Parekh N, Whittemore R. Ecological momentary assessment for health behaviors and contextual factors in persons with diabetes: A systematic review. Diabetes Research and Clinical Practice 2021;174:108745 View
  35. Robertson M, Raber M, Liao Y, Wu I, Parker N, Gatus L, Le T, Durand C, Basen-Engquist K. Patterns of self-monitoring technology use and weight loss in people with overweight or obesity. Translational Behavioral Medicine 2021;11(8):1537 View
  36. Kim H, Kim Y, Park Y. Interpretable Conditional Recurrent Neural Network for Weight Change Prediction: Algorithm Development and Validation Study. JMIR mHealth and uHealth 2021;9(3):e22183 View
  37. Figueroa C, Deliu N, Chakraborty B, Modiri A, Xu J, Aggarwal J, Jay Williams J, Lyles C, Aguilera A. Daily Motivational Text Messages to Promote Physical Activity in University Students: Results From a Microrandomized Trial. Annals of Behavioral Medicine 2022;56(2):212 View
  38. Schoufour J, Tieland M, Barazzoni R, Ben Allouch S, Bie J, Boirie Y, Cruz-Jentoft A, Eglseer D, Topinková E, Visser B, Voortman T, Tsagari A, Weijs P. The Relevance of Diet, Physical Activity, Exercise, and Persuasive Technology in the Prevention and Treatment of Sarcopenic Obesity in Older Adults. Frontiers in Nutrition 2021;8 View
  39. Nibbeling N, Simons M, Sporrel K, Deutekom M. A Focus Group Study Among Inactive Adults Regarding the Perceptions of a Theory-Based Physical Activity App. Frontiers in Public Health 2021;9 View
  40. Griauzde D, Standafer Lopez K, Saslow L, Richardson C. A Pragmatic Approach to Translating Low- and Very Low-Carbohydrate Diets Into Clinical Practice for Patients With Obesity and Type 2 Diabetes. Frontiers in Nutrition 2021;8 View
  41. Domin A, Spruijt-Metz D, Theisen D, Ouzzahra Y, Vögele C. Smartphone-Based Interventions for Physical Activity Promotion: Scoping Review of the Evidence Over the Last 10 Years. JMIR mHealth and uHealth 2021;9(7):e24308 View
  42. Yilmaz Y, Papanagnou D, Fornari A, Chan T. The Learning Loop: Conceptualizing Just‐in‐Time Faculty Development. AEM Education and Training 2022;6(1) View
  43. Arigo D, Hevel D, Bittel K, Maher J. Within-person examination of the exercise intention-behavior gap among women in midlife with elevated cardiovascular disease risk. Psychology of Sport and Exercise 2022;60:102138 View
  44. Nissen M, Slim S, Jäger K, Flaucher M, Huebner H, Danzberger N, Fasching P, Beckmann M, Gradl S, Eskofier B. Heart Rate Measurement Accuracy of Fitbit Charge 4 and Samsung Galaxy Watch Active2: Device Evaluation Study. JMIR Formative Research 2022;6(3):e33635 View
  45. Oikonomidi T, Ravaud P, LeBeau J, Tran V. A systematic scoping review of just-in-time, adaptive interventions finds limited automation and incomplete reporting. Journal of Clinical Epidemiology 2023;154:108 View
  46. Bossen D, Bak M, Braam K, Wentink M, Holla J, Visser B, Dallinga J. Online and Offline Behavior Change Techniques to Promote a Healthy Lifestyle: A Qualitative Study. International Journal of Environmental Research and Public Health 2022;19(1):521 View
  47. 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
  48. Liao Y, Brown K. Usage of Digital Health Tools and Perception of mHealth Intervention for Physical Activity and Sleep in Black Women. International Journal of Environmental Research and Public Health 2022;19(3):1557 View
  49. Arigo D, Brown M, Shank F, Young C. Ecological Momentary Assessment of Associations Between Social Interactions and Physical Activity Outcomes Among Women in Midlife With CVD Risk Conditions. Annals of Behavioral Medicine 2023;57(1):50 View
  50. Gawlik A, Boss M, Kleinert J. Increasing workplace physical activity through motivational and volitional coaching – a randomized controlled trial with truck drivers. International Journal of Workplace Health Management 2022;15(2):215 View
  51. Batool T, Neven A, Smeets C, Scherrenberg M, Dendale P, Vanrompay Y, Adnan M, Ross V, Brijs K, Wets G, Janssens D. A randomised controlled trial to enhance travel-related physical activity: A pilot study in patients with coronary heart disease. Journal of Transport & Health 2022;25:101344 View
  52. Brannon G, Ray M, Cho P, Baum M, Beg M, Bevers T, Schembre S, Basen-Engquist K, Liao Y. A qualitative study to explore the acceptability and usefulness of personalized biofeedback to motivate physical activity in cancer survivors. DIGITAL HEALTH 2022;8:205520762211290 View
  53. Zlatar Z, Campbell L, Tang B, Gabin S, Heaton A, Higgins M, Swendsen J, Moore D, Moore R. Daily Level Association of Physical Activity and Performance on Ecological Momentary Cognitive Tests in Free-living Environments: A Mobile Health Observational Study. JMIR mHealth and uHealth 2022;10(1):e33747 View
  54. Owens A, Krebs C, Kuruppu S, Brem A, Kowatsch T, Aarsland D, Klöppel S. Broadened assessments, health education and cognitive aids in the remote memory clinic. Frontiers in Public Health 2022;10 View
  55. To Q, Green C, Vandelanotte C. Feasibility, Usability, and Effectiveness of a Machine Learning–Based Physical Activity Chatbot: Quasi-Experimental Study. JMIR mHealth and uHealth 2021;9(11):e28577 View
  56. Gyllensten H, Haby K, Berg M, Premberg Å. Cost effectiveness of a controlled lifestyle intervention for pregnant women with obesity. BMC Pregnancy and Childbirth 2021;21(1) View
  57. Vemuri A, Decker K, Saponaro M, Dominick G. Multi Agent Architecture for Automated Health Coaching. Journal of Medical Systems 2021;45(11) View
  58. Hussenoeder F. Social network sites as learning environments and their implications for mental health. Frontiers in Digital Health 2022;4 View
  59. 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
  60. Tzelepis F, Mitchell A, Wilson L, Byrnes E, Haschek A, Leigh L, Oldmeadow C. The Long-Term Effectiveness of Internet-Based Interventions on Multiple Health Risk Behaviors: Systematic Review and Robust Variance Estimation Meta-analysis. Journal of Medical Internet Research 2021;23(12):e23513 View
  61. Halttu K, Oinas-Kukkonen H. Need for Cognition Among Users of Self-Monitoring Systems for Physical Activity: Survey Study. JMIR Formative Research 2021;5(10):e23968 View
  62. Hays Weeks C, Moore A, Allison M, Patrick K, Bondi M, Nebeker C, Liu T, Wing D, Higgins M, Hartman S, Rissman R, Zlatar Z. The Independent Walking for Brain Health Intervention for Older Adults: Protocol for a Pilot Randomized Controlled Trial. JMIR Research Protocols 2023;12:e42980 View
  63. Narindrarangkura P, Ye Q, Boren S, Khan U, Simoes E, Kim M. Analysis of Healthy Coping Feedback Messages from Diabetes Mobile Apps: Validation Against an Evidence-Based Framework. Journal of Diabetes Science and Technology 2023;17(1):152 View
  64. Bae S, Suffoletto B, Zhang T, Chung T, Ozolcer M, Islam M, Dey A. Leveraging Mobile Phone Sensors, Machine Learning, and Explainable Artificial Intelligence to Predict Imminent Same-Day Binge-drinking Events to Support Just-in-time Adaptive Interventions: Algorithm Development and Validation Study. JMIR Formative Research 2023;7:e39862 View
  65. Kracht C, Hutchesson M, Ahmed M, Müller A, Ashton L, Brown H, DeSmet A, Maher C, Mauch C, Vandelanotte C, Yin Z, Whatnall M, Short C, Staiano A. E‐&mHealth interventions targeting nutrition, physical activity, sedentary behavior, and/or obesity among children: A scoping review of systematic reviews and meta‐analyses. Obesity Reviews 2021;22(12) View
  66. Shoneye C, Kwasnicka D, Mullan B, Pollard C, Boushey C, Kerr D. Dietary assessment methods used in adult digital weight loss interventions: A systematic literature review. Journal of Human Nutrition and Dietetics 2023;36(3):997 View
  67. Ho A, Behr H, Mitchell E, Yang Q, Lee J, May C, Michaelides A, König L. Goal language is associated with attrition and weight loss on a digital program: Observational study. PLOS Digital Health 2022;1(6):e0000050 View
  68. Kabir K, Kenfield S, Van Blarigan E, Chan J, Wiese J. Ask the Users. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2022;6(2):1 View
  69. Pezzolato M, Marzorati C, Lanzoni L, Monzani D, Masiero M, Pietrobon R, Pravettoni G. “Interventions to increase adherence to oral therapies in breast cancer patients: A systematic review based on the behavior change technique taxonomy”. Psycho-Oncology 2023;32(10):1481 View
  70. Overton M, Swain N, Falling C, Gwynne-Jones D, Fillingim R, Mani R. Experiences and Perceptions of Using Smartphone Ecological Momentary Assessment for Reporting Knee Osteoarthritis Pain and Symptoms. The Clinical Journal of Pain 2023;39(9):442 View
  71. Bernstein E, Wolfe E, Huguenel B, Wilhelm S. Lessons and Untapped Potential of Smartphone-Based Physical Activity Interventions for Mental Health: Narrative Review. JMIR mHealth and uHealth 2024;12:e45860 View
  72. Krukowski R, Denton A, König L. Impact of feedback generation and presentation on self-monitoring behaviors, dietary intake, physical activity, and weight: a systematic review and meta-analysis. International Journal of Behavioral Nutrition and Physical Activity 2024;21(1) View
  73. Brummer J, Glasbrenner C, Hechenbichler Figueroa S, Koehler K, Höchsmann C. Continuous glucose monitoring for automatic real-time assessment of eating events and nutrition: a scoping review. Frontiers in Nutrition 2024;10 View
  74. Mochizuki L, Antônio Araújo B. A importância dos estudos da Moda para o adequado uso das tecnologias em roupas e calçados para monitorar indicadores de saúde e qualidade de vida. Modapalavra e-periódico 2021;14(32):30 View
  75. Han Y, Sung H, Kim G, Ryu Y, Yoon J, Kim Y. Effects of a Web-based Weight Management Education Program on Various Factors for Overweight and Obese Women: Randomized Controlled Trial. JMIR Cardio 2024;8:e42402 View
  76. Oyibo K, Gonzalez P, Ejaz S, Naheyan T, Beaton C, O’Donnell D, Barker J. Exploring the Use of Persuasive System Design Principles to Enhance Medication Incident Reporting and Learning Systems: Scoping Reviews and Persuasive Design Assessment. JMIR Human Factors 2024;11:e41557 View
  77. Evsikov E, Hristova V, Vlaev I, Karabeliova S. Virtual active sports: identifying main barriers and facilitators for casual fitness fans. International Journal of Sports Marketing and Sponsorship 2024;25(4):929 View
  78. Collombon E, Bolman C, de Bruijn G, Peels D, Verboon P, Lechner L. The efficacy of online physical activity interventions with added mobile elements within adults aged 50 years and over: Randomized controlled trial. Applied Psychology: Health and Well-Being 2024;16(4):1921 View
  79. Smith A, Azeem M, Odhiambo C, Wright P, Diktas H, Upton S, Martin C, Froeliger B, Corbett C, Valafar H. Toward Concurrent Identification of Human Activities with a Single Unifying Neural Network Classification: First Step. Sensors 2024;24(14):4542 View
  80. Nixon N, Ensaff H. Meal kit delivery services in the UK: An evaluation of the nutritional composition of meals. Nutrition 2024;128:112538 View
  81. Yuan Q, Oginni J, Liao N, He H, Gao Z. Promoting precision health using fitness wearable and apps among breast cancer survivors: Protocols of a smart health management trial. Contemporary Clinical Trials 2024;146:107693 View
  82. Goldstein C, Goldstein S, Ladd B, Wing R, Thomas J. Differences in Self-Monitoring Technology Use and Perceptions Between National Weight Control Registry Participants Maintaining and Regaining Weight. Journal of Technology in Behavioral Science 2024 View

Books/Policy Documents

  1. Buskirk T, Kirchner A. Big Data Meets Survey Science. View
  2. Ensari I, Elhadad N. Digital Health. View
  3. Opoku Asare K, Visuri A, Vega J, Ferreira D. Wireless Mobile Communication and Healthcare. View
  4. Randriambelonoro M. Quantifying Quality of Life. View
  5. Keller R, Wangenheim F, Mair J, Kowatsch T. Digital Therapeutics for Mental Health and Addiction. View
  6. Riggs N, Hepburn S, Pinks M. Prevention Science and Research in Intellectual and Developmental Disabilities. View