Published on in Vol 7, No 1 (2019): January

Preprints (earlier versions) of this paper are available at, first published .
The Efficacy of Mobile Phone Apps for Lifestyle Modification in Diabetes: Systematic Review and Meta-Analysis

The Efficacy of Mobile Phone Apps for Lifestyle Modification in Diabetes: Systematic Review and Meta-Analysis

The Efficacy of Mobile Phone Apps for Lifestyle Modification in Diabetes: Systematic Review and Meta-Analysis

Authors of this article:

Xinghan Wu1 Author Orcid Image ;   Xitong Guo1 Author Orcid Image ;   Zhiwei Zhang2 Author Orcid Image


  1. Boers S, Jongsma K, Lucivero F, Aardoom J, Büchner F, de Vries M, Honkoop P, Houwink E, Kasteleyn M, Meijer E, Pinnock H, Teichert M, van der Boog P, van Luenen S, van der Kleij R, Chavannes N. SERIES: eHealth in primary care. Part 2: Exploring the ethical implications of its application in primary care practice. European Journal of General Practice 2020;26(1):26 View
  2. Wu Y, Zhou Y, Wang X, Zhang Q, Yao X, Li X, Li J, Tian H, Li S. A Comparison of Functional Features in Chinese and US Mobile Apps for Diabetes Self-Management: A Systematic Search in App Stores and Content Analysis. JMIR mHealth and uHealth 2019;7(8):e13971 View
  3. Zheng C, Chen X, Weng L, Guo L, Xu H, Lin M, Xue Y, Lin X, Yang A, Yu L, Xue Z, Yang J. Benefits of Mobile Apps for Cancer Pain Management: Systematic Review. JMIR mHealth and uHealth 2020;8(1):e17055 View
  4. Gong E, Baptista S, Russell A, Scuffham P, Riddell M, Speight J, Bird D, Williams E, Lotfaliany M, Oldenburg B. My Diabetes Coach, a Mobile App–Based Interactive Conversational Agent to Support Type 2 Diabetes Self-Management: Randomized Effectiveness-Implementation Trial. Journal of Medical Internet Research 2020;22(11):e20322 View
  5. Seppen B, L'ami M, Duarte dos Santos Rico S, ter Wee M, Turkstra F, Roorda L, Catarinella F, van Schaardenburg D, Nurmohamed M, Boers M, Bos W. A Smartphone App for Self-Monitoring of Rheumatoid Arthritis Disease Activity to Assist Patient-Initiated Care: Protocol for a Randomized Controlled Trial. JMIR Research Protocols 2020;9(2):e15105 View
  6. Seppen B, den Boer P, Wiegel J, ter Wee M, van der Leeden M, de Vries R, van der Esch M, Bos W. Asynchronous mHealth Interventions in Rheumatoid Arthritis: Systematic Scoping Review. JMIR mHealth and uHealth 2020;8(11):e19260 View
  7. Stühmann L, Paprott R, Heidemann C, Baumert J, Hansen S, Zahn D, Scheidt-Nave C, Gellert P. Health App Use and Its Correlates Among Individuals With and Without Type 2 Diabetes: Nationwide Population-Based Survey. JMIR Diabetes 2020;5(2):e14396 View
  8. Zhang Y, Liu C, Luo S, Huang J, Li X, Zhou Z. Effectiveness of Lilly Connected Care Program (LCCP) App-Based Diabetes Education for Patients With Type 2 Diabetes Treated With Insulin: Retrospective Real-World Study. JMIR mHealth and uHealth 2020;8(3):e17455 View
  9. Almhdawi K, Obeidat D, Kanaan S, Oteir A, Mansour Z, Alrabbaei H. Efficacy of an innovative smartphone application for office workers with chronic non-specific low back pain: a pilot randomized controlled trial. Clinical Rehabilitation 2020;34(10):1282 View
  10. Hilmarsdóttir E, Sigurðardóttir Á, Arnardóttir R. A Digital Lifestyle Program in Outpatient Treatment of Type 2 Diabetes: A Randomized Controlled Study. Journal of Diabetes Science and Technology 2021;15(5):1134 View
  11. Li S, Ouyang Y, Qiao J, Shen Q. Technology-supported lifestyle interventions to improve maternal-fetal outcomes in women with gestational diabetes mellitus: A meta-analysis. Midwifery 2020;85:102689 View
  12. Cai X, Qiu S, Luo D, Wang L, Lu Y, Li M. Mobile Application Interventions and Weight Loss in Type 2 Diabetes: A Meta‐Analysis. Obesity 2020;28(3):502 View
  13. Michaud T, Ern J, Scoggins D, Su D. Assessing the Impact of Telemonitoring-Facilitated Lifestyle Modifications on Diabetes Outcomes: A Systematic Review and Meta-Analysis. Telemedicine and e-Health 2021;27(2):124 View
  14. Hirano R, Yamaguchi S, Waki K, Kimura Y, Chin K, Nannya Y, Nangaku M, Kadowaki T, Ohe K. Willingness of Patients Prescribed Medications for Lifestyle-Related Diseases to Use Personal Health Records: Questionnaire Study. Journal of Medical Internet Research 2020;22(5):e13866 View
  15. Lee D, Yoo S, Min K, Park C. Effect of Voluntary Participation on Mobile Health Care in Diabetes Management: Randomized Controlled Open-Label Trial. JMIR mHealth and uHealth 2020;8(9):e19153 View
  16. Lozano-Lozano M, Cantarero-Villanueva I, Martin-Martin L, Galiano-Castillo N, Sanchez M, Fernández-Lao C, Postigo-Martin P, Arroyo-Morales M. A Mobile System to Improve Quality of Life Via Energy Balance in Breast Cancer Survivors (BENECA mHealth): Prospective Test-Retest Quasiexperimental Feasibility Study. JMIR mHealth and uHealth 2019;7(6):e14136 View
  17. Yang Q, Hatch D, Crowley M, Lewinski A, Vaughn J, Steinberg D, Vorderstrasse A, Jiang M, Shaw R. Digital Phenotyping Self-Monitoring Behaviors for Individuals With Type 2 Diabetes Mellitus: Observational Study Using Latent Class Growth Analysis. JMIR mHealth and uHealth 2020;8(6):e17730 View
  18. Zigdon A, Zigdon T, Moran D. Attitudes of Nurses Towards Searching Online for Medical Information for Personal Health Needs: Cross-Sectional Questionnaire Study. Journal of Medical Internet Research 2020;22(3):e16133 View
  19. Kim Y, Seo J, An S, Sinn D, Hwang J. Efficacy and Safety of an mHealth App and Wearable Device in Physical Performance for Patients With Hepatocellular Carcinoma: Development and Usability Study. JMIR mHealth and uHealth 2020;8(3):e14435 View
  20. Esefeld K, Heinicke V, Kress S, Behrens M, Zimmer P, Stumvoll M, Brinkmann C, Halle M. Diabetes, Sport und Bewegung. Der Diabetologe 2020;16(3):292 View
  21. Smyth A, de Bloom J, Syrek C, Domin M, Janneck M, Reins J, Lehr D. Efficacy of a smartphone-based intervention — “Holidaily” — promoting recovery behaviour in workers after a vacation: study protocol for a randomised controlled trial. BMC Public Health 2020;20(1) View
  22. Garg N, Arunan S, Arora S, Kaur K. Application of Mobile Technology for Disease and Treatment Monitoring of Gestational Diabetes Mellitus Among Pregnant Women: A Systematic Review. Journal of Diabetes Science and Technology 2022;16(2):491 View
  23. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Brinkmann C, Halle M. Diabetes, Sport und Bewegung. Diabetologie und Stoffwechsel 2020;15(S 01):S148 View
  24. Chater A, Smith L, Ferrandino L, Wyld K, Bailey D. Health behaviour change considerations for weight loss and type 2 diabetes: nutrition, physical activity and sedentary behaviour. Practical Diabetes 2020;37(6):228 View
  25. Isautier J, Copp T, Ayre J, Cvejic E, Meyerowitz-Katz G, Batcup C, Bonner C, Dodd R, Nickel B, Pickles K, Cornell S, Dakin T, McCaffery K. People’s Experiences and Satisfaction With Telehealth During the COVID-19 Pandemic in Australia: Cross-Sectional Survey Study. Journal of Medical Internet Research 2020;22(12):e24531 View
  26. Ramallo-Fariña Y, García-Bello M, García-Pérez L, Boronat M, Wägner A, Rodríguez-Rodríguez L, de Pablos-Velasco P, Llorente Gómez de Segura I, González- Pacheco H, Carmona Rodríguez M, Serrano-Aguilar P. Effectiveness of Internet-Based Multicomponent Interventions for Patients and Health Care Professionals to Improve Clinical Outcomes in Type 2 Diabetes Evaluated Through the INDICA Study: Multiarm Cluster Randomized Controlled Trial. JMIR mHealth and uHealth 2020;8(11):e18922 View
  27. Schindler-Ruwisch J, Peters A. Mobile applications for emerging adults transitioning to independent diabetes monitoring. Informatics for Health and Social Care 2021;46(1):56 View
  28. Yew T, Chi C, Chan S, van Dam R, Whitton C, Lim C, Foong P, Fransisca W, Teoh C, Chen J, Ho-Lim S, Lim S, Ong K, Ong P, Tai B, Tai E. A Randomized Controlled Trial to Evaluate the Effects of a Smartphone Application–Based Lifestyle Coaching Program on Gestational Weight Gain, Glycemic Control, and Maternal and Neonatal Outcomes in Women With Gestational Diabetes Mellitus: The SMART-GDM Study. Diabetes Care 2021;44(2):456 View
  29. Buss V, Leesong S, Barr M, Varnfield M, Harris M. Primary Prevention of Cardiovascular Disease and Type 2 Diabetes Mellitus Using Mobile Health Technology: Systematic Review of the Literature. Journal of Medical Internet Research 2020;22(10):e21159 View
  30. Hedeager Momsen A, Høtoft D, Ørtenblad L, Friis Lauszus F, Krogh R, Lynggaard V, Juel Christiansen J, Terkildsen Maindal H, Vinther Nielsen C. Diabetes prevention interventions for women after gestational diabetes mellitus: an overview of reviews. Endocrinology, Diabetes & Metabolism 2021;4(3) View
  31. van Kessel K, Babbage D, Kersten P, Drown J, Sezier A, Thomas P, Thomas S. Design considerations for a multiple sclerosis fatigue mobile app MS Energize: A pragmatic iterative approach using usability testing and resonance checks. Internet Interventions 2021;24:100371 View
  32. O’Neill M, Houghton C, Crilly G, Dowling M. A qualitative evidence synthesis of users’ experience of mobile health applications in the self-management of type 2 diabetes. Chronic Illness 2022;18(1):22 View
  33. Iribarren S, Akande T, Kamp K, Barry D, Kader Y, Suelzer E. Effectiveness of Mobile Apps to Promote Health and Manage Disease: Systematic Review and Meta-analysis of Randomized Controlled Trials. JMIR mHealth and uHealth 2021;9(1):e21563 View
  34. Lee M, Lee D, Ahn H, Park C. A Novel User Utility Score for Diabetes Management Using Tailored Mobile Coaching: Secondary Analysis of a Randomized Controlled Trial. JMIR mHealth and uHealth 2021;9(2):e17573 View
  35. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Brinkmann C, Halle M. Diabetes, Sports and Exercise. Experimental and Clinical Endocrinology & Diabetes 2021;129(S 01):S52 View
  36. Barnett A, Ding H, Hay K, Yang I, Bowman R, Fong K, Marshall H. The effectiveness of smartphone applications to aid smoking cessation: A meta-analysis. Clinical eHealth 2020;3:69 View
  37. Wang T, Guo X, Wu T, Pires I. Social Capital and Digital Divide: Implications for Mobile Health Policy in Developing Countries. Journal of Healthcare Engineering 2021;2021:1 View
  38. Muscat D, Lambert K, Shepherd H, McCaffery K, Zwi S, Liu N, Sud K, Saunders J, O’Lone E, Kim J, Robbins A, Webster A, Smith J. Supporting patients to be involved in decisions about their health and care: Development of a best practice health literacy App for Australian adults living with Chronic Kidney Disease. Health Promotion Journal of Australia 2021;32(S1):115 View
  39. Enricho Nkhoma D, Jenya Soko C, Joseph Banda K, Greenfield D, Li Y, Iqbal U. Impact of DSMES app interventions on medication adherence in type 2 diabetes mellitus: systematic review and meta-analysis. BMJ Health & Care Informatics 2021;28(1):e100291 View
  40. Ørtenblad L, Høtoft D, Krogh R, Lynggaard V, Juel Christiansen J, Vinther Nielsen C, Hedeager Momsen A. Women’s perspectives on motivational factors for lifestyle changes after gestational diabetes and implications for diabetes prevention interventions. Endocrinology, Diabetes & Metabolism 2021;4(3) View
  41. Tarricone R, Petracca F, Ciani O, Cucciniello M. Distinguishing features in the assessment of mHealth apps. Expert Review of Pharmacoeconomics & Outcomes Research 2021;21(4):521 View
  42. Qin Y, Aqeel M, Zhu F, Delp E, Eicher-Miller H. Dietary Aspects to Incorporate in the Creation of a Mobile Image-Based Dietary Assessment Tool to Manage and Improve Diabetes. Nutrients 2021;13(4):1179 View
  43. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Brinkmann C, Halle M. Diabetes, Sport und Bewegung. Der Diabetologe 2021;17(3):330 View
  44. Sanjari M, Esmaeili S, Yarmohammadi H, Atlasi R, Aalaa M, Larijani B, Nasli-Esfahani E. Evidence Gap and Knowledge Map of Physical Activity Research in Diabetes in Iran: A Scoping Review. International Journal of Endocrinology and Metabolism 2021;19(2) View
  45. Maharaj A, Lim D, Murphy R, Serlachius A. Comparing Two Commercially Available Diabetes Apps to Explore Challenges in User Engagement: Randomized Controlled Feasibility Study. JMIR Formative Research 2021;5(6):e25151 View
  46. Ossai C, Wickramasinghe N. Text Mining and Grounded Theory for Appraising the Self-Management Indicators of Diabetes Mobile Apps. Endocrine and Metabolic Science 2021;4:100101 View
  47. Hyun M, Lee J, Ko S, Hwang J. Improving Glycemic Control in Type 2 Diabetes Using Mobile Applications and e-Coaching: A Mixed Treatment Comparison Network Meta-Analysis. Journal of Diabetes Science and Technology 2022;16(5):1239 View
  48. Wu X, Guo X, Zhu H. Exploring the human factors for mindfulness in mHealth service usage: An Elaboration Likelihood Model. Information Development 2021;37(3):511 View
  49. Rozga M, Jones K, Robinson J, Yahiro A. Nutrition and physical activity interventions for the general population with and without cardiometabolic risk: a scoping review. Public Health Nutrition 2021;24(14):4718 View
  50. Grunberger G, Sherr J, Allende M, Blevins T, Bode B, Handelsman Y, Hellman R, Lajara R, Roberts V, Rodbard D, Stec C, Unger J. American Association of Clinical Endocrinology Clinical Practice Guideline: The Use of Advanced Technology in the Management of Persons With Diabetes Mellitus. Endocrine Practice 2021;27(6):505 View
  51. El-Gayar O, Ofori M, Nawar N. On the efficacy of behavior change techniques in mHealth for self-management of diabetes: A meta-analysis. Journal of Biomedical Informatics 2021;119:103839 View
  52. Kawai Y, Sankoda A, Waki K, Miyake K, Hayashi A, Mieno M, Wakui H, Tsurutani Y, Saito J, Hirawa N, Yamakawa T, Komiya S, Isogawa A, Satoh S, Minami T, Osada U, Iwamoto T, Takano T, Terauchi Y, Tamura K, Yamauchi T, Kadowaki T, Nangaku M, Kashihara N, Ohe K. Efficacy of the Self-management Support System DialBetesPlus for Diabetic Kidney Disease: Protocol for a Randomized Controlled Trial. JMIR Research Protocols 2021;10(8):e31061 View
  53. Represas-Carrera F, Martínez-Ques Á, Clavería A. Effectiveness of mobile applications in diabetic patients’ healthy lifestyles: A review of systematic reviews. Primary Care Diabetes 2021;15(5):751 View
  54. Cao J, Lim Y, Sengoku S, Guo X, Kodama K. Exploring the Shift in International Trends in Mobile Health Research From 2000 to 2020: Bibliometric Analysis. JMIR mHealth and uHealth 2021;9(9):e31097 View
  55. Yu K, Wu S, Liu R, Chi I. Harnessing mobile technology to support type 2 diabetes self-management among Chinese and Hispanic immigrants: a mixed-methods acceptability study. Journal of Ethnic & Cultural Diversity in Social Work 2023;32(4):171 View
  56. Ryan J, Wiggins B, Edney S, Brinkworth G, Luscombe-March N, Carson-Chahhoud K, Taylor P, Haveman-Nies A, Cox D, Borsci S. Identifying critical features of type two diabetes prevention interventions: A Delphi study with key stakeholders. PLOS ONE 2021;16(8):e0255625 View
  57. Greenwood D, Litchman M, Isaacs D, Blanchette J, Dickinson J, Hughes A, Colicchio V, Ye J, Yehl K, Todd A, Peeples M. A New Taxonomy for Technology-Enabled Diabetes Self-Management Interventions: Results of an Umbrella Review. Journal of Diabetes Science and Technology 2022;16(4):812 View
  58. Nimmanterdwong Z, Boonviriya S, Tangkijvanich P. Human-Centered Design of Mobile Health Apps for Older Adults: Systematic Review and Narrative Synthesis. JMIR mHealth and uHealth 2022;10(1):e29512 View
  59. Castro R, Ribeiro-Alves M, Oliveira C, Romero C, Perazzo H, Simjanoski M, Kapciznki F, Balanzá-Martínez V, De Boni R. What Are We Measuring When We Evaluate Digital Interventions for Improving Lifestyle? A Scoping Meta-Review. Frontiers in Public Health 2022;9 View
  60. Ju H, Kang E, Kim Y, Ko H, Cho B. The Effectiveness of a Mobile Health Care App and Human Coaching Program in Primary Care Clinics: Pilot Multicenter Real-World Study. JMIR mHealth and uHealth 2022;10(5):e34531 View
  61. Potter E, Burstein F, Flynn D, Hwang I, Dinh T, Goh T, Mohammad Ebrahim M, Gilfillan C. Physician-Authored Feedback in a Type 2 Diabetes Self-management App: Acceptability Study. JMIR Formative Research 2022;6(5):e31736 View
  62. Kwon O, Choi J, Jang Y. The Effectiveness of eHealth Interventions on Lifestyle Modification in Patients With Nonalcoholic Fatty Liver Disease: Systematic Review and Meta-analysis. Journal of Medical Internet Research 2023;25:e37487 View
  63. Diez Alvarez S, Fellas A, Santos D, Sculley D, Wynne K, Acharya S, Navathe P, Girones X, Coda A. The Clinical Impact of Flash Glucose Monitoring—a Digital Health App and Smartwatch Technology in Patients With Type 2 Diabetes: Scoping Review. JMIR Diabetes 2023;8:e42389 View
  64. Omoloja A, Vundavalli S. Patient generated health data: Benefits and challenges. Current Problems in Pediatric and Adolescent Health Care 2021;51(11):101103 View
  65. Hacke C, Schreiber J, Weisser B. Application of the Templates TIDieR and CERT Reveal Incomplete Reporting and Poor Replicability of Exercise Interventions for Type 2 Diabetes Mellitus. Current Diabetes Reviews 2022;18(4) View
  66. Bunik M, Jimenez-Zambrano A, Solano M, Beaty B, Juarez-Colunga E, Zhang X, Moore S, Bull S, Leiferman J. Mother’s Milk Messaging™: trial evaluation of app and texting for breastfeeding support. BMC Pregnancy and Childbirth 2022;22(1) View
  67. Jiménez‐Muñoz L, Gutiérrez‐Rojas L, Porras‐Segovia A, Courtet P, Baca‐García E. Mobile applications for the management of chronic physical conditions: a systematic review. Internal Medicine Journal 2022;52(1):21 View
  68. Vallis M. Behaviour Change to Promote Diabetes Outcomes: Getting More From What We Have Through Dissemination and Scalability. Canadian Journal of Diabetes 2023;47(1):85 View
  69. Wangler J, Jansky M. Bedeutung und Einsatzpotenziale von Gesundheits-Apps in der diabetologischen Versorgung – Ergebnisse einer Befragungsstudie. Diabetologie und Stoffwechsel 2023;18(01):69 View
  70. Schretzlmaier P, Hecker A, Ammenwerth E. Extension of the Unified Theory of Acceptance and Use of Technology 2 model for predicting mHealth acceptance using diabetes as an example: a cross-sectional validation study. BMJ Health & Care Informatics 2022;29(1):e100640 View
  71. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Halle M, Brinkmann C. Diabetes, Sport und Bewegung. Diabetologie und Stoffwechsel 2022;17(S 02):S301 View
  72. Seixas M, Ghisi G, Oh P, Pereira D, Moreira A, Jansen A, Batalha A, Cândido G, Almeida J, Pereira D, Silva L. Feasibility of Remote Delivering an Exercise and Lifestyle Education Program for Individuals Living with Prediabetes and Diabetes in Brazil. International Journal of Environmental Research and Public Health 2022;19(24):16697 View
  73. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Brinkmann C, Halle M. Diabetes, Sport und Bewegung. Diabetologie und Stoffwechsel 2021;16(S 02):S299 View
  74. Hesse B, Aronoff‐Spencer E, Ahern D, Mullett T, Gibbons C, Chih M, Hubenko A, Koop B. “Don't drop the patient:” Health information in a postpandemic world. World Medical & Health Policy 2022;14(2):310 View
  75. Giebel G, Speckemeier C, Abels C, Börchers K, Wasem J, Blase N, Neusser S. Problems and Barriers Related to the Use of Digital Health Applications: Protocol for a Scoping Review. JMIR Research Protocols 2022;11(4):e32702 View
  76. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Halle M, Brinkmann C. Diabetes, Sports and Exercise. Experimental and Clinical Endocrinology & Diabetes 2023;131(01/02):51 View
  77. Paalimäki-Paakki K, Virtanen M, Henner A, Nieminen M, Kääriäinen M. Effectiveness of Digital Counseling Environments on Anxiety, Depression, and Adherence to Treatment Among Patients Who Are Chronically Ill: Systematic Review. Journal of Medical Internet Research 2022;24(1):e30077 View
  78. Subramaniam S, Dhillon J, Wan Ahmad W. Behavioral Theory-Based Framework for Prediabetes Self-Care System—Design Perspectives and Validation Results. International Journal of Environmental Research and Public Health 2021;18(17):9160 View
  79. Gao C, Shen Y, Xu W, Zhang Y, Tu Q, Zhu X, Lu Z, Yang Y. A fuzzy-set qualitative comparative analysis exploration of multiple paths to users’ continuous use behavior of diabetes self-management apps. International Journal of Medical Informatics 2023;172:105000 View
  80. Zhang J, Liu X, Wei L, Zeng Q, Lin K. Telemedicine with advanced communication technology in management of type 2 diabetes mellitus: a network meta-analysis. International Journal of Diabetes in Developing Countries 2023;43(3):338 View
  81. Jang Y, Ahn S, Lee K, Kwon O, Kim J. Development and Pilot Testing of a Smartphone-Based Self-Care Program for Patients with Chronic Hepatitis B. International Journal of Environmental Research and Public Health 2021;18(21):11139 View
  82. Khoja A, Ali N, Akber N, Harrison J, Kazim F. Role of virtual modality for stroke caregivers in facilitating stroke survivors and assessing their perceptions in the midst of COVID-19 pandemic. F1000Research 2022;11:1142 View
  83. Jansky B, Machleid F, Wild V. Mobile Gesundheitstechnologien, soziale Gerechtigkeit und populationsbezogene Vulnerabilitäten. Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz 2023;66(2):168 View
  84. Yin R, Neyens D. Who is using a mobile app and who is using a computer to access their patient portals?. Proceedings of the Human Factors and Ergonomics Society Annual Meeting 2022;66(1):1569 View
  85. Bults M, van Leersum C, Olthuis T, Bekhuis R, den Ouden M. Barriers and Drivers Regarding the Use of Mobile Health Apps Among Patients With Type 2 Diabetes Mellitus in the Netherlands: Explanatory Sequential Design Study. JMIR Diabetes 2022;7(1):e31451 View
  86. 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
  87. Xie L, Roy-Fleming A, Haag S, Costa D, Brazeau A. Development of theSupportself-guided, web application for adults living with type 1 diabetes in Canada by a multi-disciplinary team using a people-oriented approach based on the Behaviour Change Wheel. DIGITAL HEALTH 2023;9:205520762311527 View
  88. Sankoda A, Waki K, Yamaguchi S, Mieno M, Nangaku M, Yamauchi T, Ohe K. Effect of Digital Health Among People With Type 2 Diabetes Mellitus During the COVID-19 Pandemic in Japan. Journal of Diabetes Science and Technology 2022;16(1):256 View
  89. Jeem Y, Andriani R, Nabila R, Emelia D, Lazuardi L, Koesnanto H. The Use of Mobile Health Interventions for Outcomes among Middle-Aged and Elderly Patients with Prediabetes: A Systematic Review. International Journal of Environmental Research and Public Health 2022;19(20):13638 View
  90. Sousa‐Pinto B, Azevedo L, Sá‐Sousa A, Vieira R, Amaral R, Klimek L, Czarlewski W, Anto J, Bedbrook A, Kvedariene V, Ventura M, Ansotegui I, Bergmann K, Brussino L, Canonica G, Cardona V, Carreiro‐Martins P, Casale T, Cecchi L, Chivato T, Chu D, Cingi C, Costa E, Cruz A, De Feo G, Devillier P, Fokkens W, Gaga M, Gemicioğlu B, Haahtela T, Ivancevich J, Ispayeva Z, Jutel M, Kuna P, Kaidashev I, Kraxner H, Larenas‐Linnemann D, Laune D, Lipworth B, Louis R, Makris M, Monti R, Morais‐Almeida M, Mösges R, Mullol J, Odemyr M, Okamoto Y, Papadopoulos N, Patella V, Pham‐Thi N, Regateiro F, Reitsma S, Rouadi P, Samolinski B, Sova M, Todo‐Bom A, Taborda‐Barata L, Tomazic P, Toppila‐Salmi S, Sastre J, Tsiligianni I, Valiulis A, Wallace D, Waserman S, Yorgancioglu A, Zidarn M, Zuberbier T, Fonseca J, Bousquet J, Pfaar O. Allergen immunotherapy in MASK‐air users in real‐life: Results of a Bayesian mixed‐effects model. Clinical and Translational Allergy 2022;12(3) View
  91. Wang T, Sun Y, Liao S. Physical Self Matters: How the Dual Nature of Body Image Influences Smart Watch Purchase Intention. Frontiers in Psychology 2022;13 View
  92. Fu H, Wyman J, Peden-McAlpine C, Draucker C, Schleyer T, Adam T. App Design Features Important for Diabetes Self-management as Determined by the Self-Determination Theory on Motivation: Content Analysis of Survey Responses From Adults Requiring Insulin Therapy. JMIR Diabetes 2023;8:e38592 View
  93. Cucciniello M, Petracca F, Ciani O, Tarricone R. Development features and study characteristics of mobile health apps in the management of chronic conditions: a systematic review of randomised trials. npj Digital Medicine 2021;4(1) View
  94. Heredia-Ciuró A, Martín-Núñez J, López-López J, López-López L, Granados-Santiago M, Calvache-Mateo A, Valenza M. Effectiveness of healthy lifestyle–based interventions in lung cancer survivors: a systematic review and meta-analysis. Supportive Care in Cancer 2023;31(1) View
  95. Motahari-Nezhad H, Sadeghdaghighi A. Publication bias in meta-analyses of the therapeutic efficacy of remdesivir interventions for patients with COVID-19. Global Knowledge, Memory and Communication 2023 View
  96. Moutou K, England C, Gutteridge C, Toumpakari Z, McArdle P, Papadaki A. Exploring dietitians' practice and views of giving advice on dietary patterns to patients with type 2 diabetes mellitus: A qualitative study. Journal of Human Nutrition and Dietetics 2022;35(1):179 View
  97. Islam S, Mishra V, Siddiqui M, Moses J, Adibi S, Nguyen L, Wickramasinghe N. Smartphone Apps for Diabetes Medication Adherence: Systematic Review. JMIR Diabetes 2022;7(2):e33264 View
  98. Maaß L, Freye M, Pan C, Dassow H, Niess J, Jahnel T. The Definitions of Health Apps and Medical Apps From the Perspective of Public Health and Law: Qualitative Analysis of an Interdisciplinary Literature Overview. JMIR mHealth and uHealth 2022;10(10):e37980 View
  99. Babaskin D, Litvinova T, Babaskina L, Krylova О, Winter E. Popular Diabetes Mobile Applications for Medication Intake Monitoring. Research Journal of Pharmacy and Technology 2022:347 View
  100. Enyioha C, Hall M, Voisin C, Jonas D. Effectiveness of Mobile Phone and Web-Based Interventions for Diabetes and Obesity Among African American and Hispanic Adults in the United States: Systematic Review. JMIR Public Health and Surveillance 2022;8(2):e25890 View
  101. Olmedo-Aguirre J, Reyes-Campos J, Alor-Hernández G, Machorro-Cano I, Rodríguez-Mazahua L, Sánchez-Cervantes J. Remote Healthcare for Elderly People Using Wearables: A Review. Biosensors 2022;12(2):73 View
  102. Wangler J, Jansky M. Attitudes and experiences of registered diabetes specialists in using health apps for managing type 2 diabetes: results from a mixed-methods study in Germany 2021/2022. Archives of Public Health 2023;81(1) View
  103. Lee J, Oh Y, Kim M, Cho B, Shin J. Willingness to Use and Pay for Digital Health Care Services According to 4 Scenarios: Results from a National Survey. JMIR mHealth and uHealth 2023;11:e40834 View
  104. Bonn S, Licitra G, Bellocco R, Trolle Lagerros Y. Clinical Outcomes Among Working Adults Using the Health Integrator Smartphone App: Analyses of Prespecified Secondary Outcomes in a Randomized Controlled Trial. Journal of Medical Internet Research 2022;24(3):e24725 View
  105. Keller R, Hartmann S, Teepe G, Lohse K, Alattas A, Tudor Car L, Müller-Riemenschneider F, von Wangenheim F, Mair J, Kowatsch T. Digital Behavior Change Interventions for the Prevention and Management of Type 2 Diabetes: Systematic Market Analysis. Journal of Medical Internet Research 2022;24(1):e33348 View
  106. Thorsen I, Kayser L, Teglgaard Lyk–Jensen H, Rossen S, Ried-Larsen M, Midtgaard J. “I Tried Forcing Myself to do It, but Then It Becomes a Boring Chore”: Understanding (dis)engagement in Physical Activity Among Individuals With Type 2 Diabetes Using a Practice Theory Approach. Qualitative Health Research 2022;32(3):520 View
  107. Kario K, Harada N, Okura A. Digital Therapeutics in Hypertension: Evidence and Perspectives. Hypertension 2022;79(10):2148 View
  108. Zhang Y, Pathiravasan C, Hammond M, Liu H, Lin H, Sardana M, Trinquart L, Borrelli B, Manders E, Kornej J, Spartano N, Nowak C, Kheterpal V, Benjamin E, McManus D, Murabito J, Liu C. Comparison of Daily Routines Between Middle-aged and Older Participants With and Those Without Diabetes in the Electronic Framingham Heart Study: Cohort Study. JMIR Diabetes 2022;7(1):e29107 View
  109. Su B, Chen Y, Shen X, Guo J, Ding Y, Ma X, Yang Y, Liu D. Effectiveness of the Lilly Connected Care Program in Improving Glycemic Management Among Patients With Type 2 Diabetes in China: Retrospective Real-world Study. Journal of Medical Internet Research 2023;25:e38680 View
  110. Chrysi M, Michopoulos I, Dimitriadis G, Peppa M. A modern web-based health promotion program for patients in Greece with diabetes 2 and obesity: an interventional study. BMC Public Health 2023;23(1) View
  111. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Halle M, Brinkmann C. Diabetes, Sport und Bewegung. Die Diabetologie 2023;19(4):513 View
  112. Wu Y, Min H, Li M, Shi Y, Ma A, Han Y, Gan Y, Guo X, Sun X. Effect of Artificial Intelligence-based Health Education Accurately Linking System (AI-HEALS) for Type 2 diabetes self-management: protocol for a mixed-methods study. BMC Public Health 2023;23(1) View
  113. Solak Y, Durmuş H, Vural Solak G, Altuntaş S, Mustan A. Changes in HbA1c values of patients with type 2 diabetes mellitus during the pandemic period and their relationship to food literacy. International Journal of Diabetes in Developing Countries 2024;44(1):114 View
  114. Romero-Tapiador S, Lacruz-Pleguezuelos B, Tolosana R, Freixer G, Daza R, Fernández-Díaz C, Aguilar-Aguilar E, Fernández-Cabezas J, Cruz-Gil S, Molina S, Crespo M, Laguna T, Marcos-Zambrano L, Vera-Rodriguez R, Fierrez J, Ramírez de Molina A, Ortega-Garcia J, Espinosa-Salinas I, Morales A, Carrillo de Santa Pau E. AI4FoodDB: a database for personalized e-Health nutrition and lifestyle through wearable devices and artificial intelligence. Database 2023;2023 View
  115. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Halle M, Brinkmann C. Diabetes, Sport und Bewegung. Diabetologie und Stoffwechsel 2023;18(S 02):S314 View
  116. Cheng Z, Hao H, Tsofliou F, Katz M, Zhang Y. Effects of online support and social media communities on gestational diabetes: A systematic review. International Journal of Medical Informatics 2023;180:105263 View
  117. Detopoulou P, Papandreou P, Papadopoulou L, Skouroliakou M. Implementation of a Nutrition-Oriented Clinical Decision Support System (CDSS) for Weight Loss during the COVID-19 Epidemic in a Hospital Outpatient Clinic: A 3-Month Controlled Intervention Study. Applied Sciences 2023;13(16):9448 View
  118. Hamideh Kerdar S, Gwiasda M, Berger B, Rathjens L, Schwarz S, Jenetzky E, Martin D. Predictors of sustained use of mobile health applications: Content analysis of user perspectives from a fever management app. DIGITAL HEALTH 2023;9:205520762311804 View
  119. Tang H, Qin H, Zhang M, Zhang J, Tan H, Chen M, Kong L, Guo M, Hu F, Wang Q, Wang X, Zhang K, Xiong Z. Efficacy of a smartphone application for helping individuals with type 2 diabetes mellitus manage their blood glucose: a protocol for factorial design trial. Trials 2023;24(1) View
  120. Sabahi A, Jalali S, Ameri F, Garavand A, Negahban A. The effect of using mobile health on self-management of type 2 diabetic patients: A systematic review in Iran. Journal of Education and Health Promotion 2023;12(1):358 View
  121. Aziz S, El Monem Sultan E, Ramadan H, Abd O. Effect of Using Smart Phone Application on Self-Care Activities among Patients with Diabetes Mellitus. Egyptian Nursing Journal 2023;20(1):147 View
  122. Jendly M, Santschi V, Tancredi S, Konzelmann I, Raboud L, Chiolero A. eHealth profile of patients with diabetes. Frontiers in Public Health 2023;11 View
  123. Alsayed A, Ismail N, Hasan L, Syed A, Embarak F, Da'u A. A systematic literature review for understanding the effectiveness of advanced techniques in diabetes self-care management. Alexandria Engineering Journal 2023;79:274 View
  124. Fácila Rubio L, Lozano-Granero C, Vidal-Pérez R, Barrios V, Freixa-Pamias R. Nuevas tecnologías para el diagnóstico, tratamiento y seguimiento de las enfermedades cardiovasculares. Revista Española de Cardiología 2024;77(1):88 View
  125. Siti Kamillah S, Panduragan S, Poddar S, Bhaumik A. Improving Diabetes Condition Through Health Literacy: A Case Study From Cianjur, West Java, Indonesia. Malaysian Journal of Medicine and Health Sciences 2023;19(s9):221 View
  126. Fácila Rubio L, Lozano-Granero C, Vidal-Pérez R, Barrios V, Freixa-Pamias R. New technologies for the diagnosis, treatment, and monitoring of cardiovascular diseases. Revista Española de Cardiología (English Edition) 2024;77(1):88 View
  127. Martin C, Nocera M, Mercer J, Marshall S, Davi S, Curtin J, Cameron K. Efficacy of a Novel Telehealth Application in Health Behavior Modification and Symptomology in Military Service Members at Risk for Post-traumatic Osteoarthritis. Military Medicine 2023 View
  128. Leksell J, Toft E, Rosman J, Eriksson J, Fischier J, Lindholm-Olinder A, Rosenblad A, Nerpin E. Virtual clinic for young people with type 1 diabetes: a randomised wait-list controlled study. BMC Endocrine Disorders 2023;23(1) View
  129. de Frel D, Schroijen M, Aardoom J, van Gils W, Huisman S, Janssen V, Versluis A, Kleinsmann M, Atsma D, Pijl H. Participatory Development of an Integrated, eHealth-Supported, Educational Care Pathway (Diabetes Box) for People With Type 2 Diabetes: Development and Usability Study. JMIR Human Factors 2024;11:e45055 View
  130. Friend S, Ginsburg G, Picard R, Drazen J, Hughes M, Addala A, Buckingham B. Digital Technology for Diabetes. New England Journal of Medicine 2023;389(22):2076 View
  131. Khoja A, Ali N, Akber N, Harrison J, Kazim F. Role of virtual modality for stroke caregivers in facilitating stroke survivors and assessing their perceptions in the midst of COVID-19 pandemic: A short review. F1000Research 2023;11:1142 View
  132. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Halle M, Brinkmann C. Diabetes, Sport und Bewegung. Diabetes aktuell 2023;21(08):373 View
  133. Chong S, Pedron S, Abdelmalak N, Laxy M, Stephan A. An umbrella review of effectiveness and efficacy trials for app-based health interventions. npj Digital Medicine 2023;6(1) View
  134. Cao W, Kadir A, Tang W, Wang J, Yuan J, Hassan I. Effectiveness of mobile application interventions for stroke survivors: systematic review and meta-analysis. BMC Medical Informatics and Decision Making 2024;24(1) View
  135. Alhuwail D, Alhouti A, Alsarhan L. Assessing the Quality, Privacy, and Security of Breast Cancer Apps for Arabic Speakers: Systematic Search and Review of Smartphone Apps. JMIR Cancer 2024;10:e48428 View
  136. MacPherson M, Grieve N, Gala B, Braaten K, Jung M. Development of a Small Steps for Big Changes Diabetes Prevention App: Application of the Development Phase of FASTER. Journal of Technology in Behavioral Science 2024 View
  137. Chen H, Zhou H, Wu B, Lu H, Zhang J, Zhang Y, Gu Y, Zhou G, Xiang J, Yang J. Physical activity and exercise in liver cancer. Liver Research 2024;8(1):22 View
  138. Ko J, Wang J, Mbue N, Schembre S, Cron S. Effect of the Implementation of A Multiple-Behavior Self-Monitoring Intervention on Dietary Intake in Type 2 Diabetes (Preprint). JMIR Formative Research 2023 View
  139. Haase M, Bosse M, Sackmann S, Meyer G. IT Skills of Young and Older People: A Qualitative Study. International Journal of Human–Computer Interaction 2024:1 View
  140. Bonn S, Hummel M, Peveri G, Eke H, Alexandrou C, Bellocco R, Löf M, Trolle Lagerros Y. Effectiveness of a Smartphone App to Promote Physical Activity Among Persons With Type 2 Diabetes: Randomized Controlled Trial. Interactive Journal of Medical Research 2024;13:e53054 View
  141. Yeshurun S, Cramer T, Souroujon D, Mor M. The Association of Macronutrient Consumption and BMI to Exhaled Carbon Dioxide in Lumen Users: Retrospective Real-World Study. JMIR mHealth and uHealth 2024;12:e56083 View
  142. Tarricone R, Petracca F, Svae L, Cucciniello M, Ciani O. Which behaviour change techniques work best for diabetes self-management mobile apps? Results from a systematic review and meta-analysis of randomised controlled trials. eBioMedicine 2024;103:105091 View
  143. Kytö M, Hotta S, Niinistö S, Marttinen P, Korhonen T, Markussen L, Jacucci G, Sievänen H, Vähä-Ypyä H, Korhonen I, Virtanen S, Heinonen S, Koivusalo S. Periodic mobile application (eMOM) with self-tracking of glucose and lifestyle improves treatment of diet-controlled gestational diabetes without human guidance: a randomized controlled trial. American Journal of Obstetrics and Gynecology 2024 View
  144. Esefeld K, Kress S, Behrens M, Zimmer P, Stumvoll M, Thurm U, Gehr B, Halle M, Brinkmann C. Diabetes, Sport und Bewegung. Die Diabetologie 2024;20(3):379 View
  145. McCallum C, Campbell M, Vines J, Rapley T, Ellis J, Deary V, Hackett K. A Smartphone App to Support Self-Management for People Living With Sjögren's Syndrome: Qualitative Co-Design Workshops. JMIR Human Factors 2024;11:e54172 View
  146. Jinnouchi H, Yoshida A, Taniguchi M, Yamauchi E, Kurosawa D, Yachiku K, Minoura I, Kadowaki T, Yamauchi T, Aihara M, Kubota N, Sekimizu K. Efficacy of Self-Review of Lifestyle Behaviors with Once-Weekly Glycated Albumin Measurement in People with Type 2 Diabetes: A Randomized Pilot Study. Diabetes Therapy 2024;15(7):1561 View
  147. McNulty C, Holland J, McDonald C, McGee M. The impact of an AI-driven personal health platform on cardiovascular disease risk. Smart Health 2024;33:100499 View
  148. Iwelomen O, Toniolo J, Preux P, Beloni P, Kasujja F. Therapeutic patient education programs on diabetes in sub-Saharan Africa: A systematic review. PLOS ONE 2024;19(6):e0299526 View

Books/Policy Documents

  1. Machado D, Carvalho R, Brandão P. Handbook of Research on Solving Modern Healthcare Challenges With Gamification. View
  2. Kodama K, Kurata K, CAO J. Mobile Health (mHealth). View
  3. Lippke S. Digitale Gesundheitsinterventionen. View