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

Digital Health Reviews (1740) mHealth in a Clinical Setting (746) Engagement with and Adherence to Digital Health Interventions, Law of Attrition (646) Mobile Health (mhealth) (3484) Quality Evaluation and Descriptive Analysis/Reviews of Multiple Existing Mobile Apps (420) Consumer & Patient Education and Shared-Decision Making (869) Participatory Medicine & E-Patients (878) mHealth for Patient Education (292)

Published on in Vol 24, No 4 (2022): April

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/35120, first published .
Challenges in Participant Engagement and Retention Using Mobile Health Apps: Literature Review

Challenges in Participant Engagement and Retention Using Mobile Health Apps: Literature Review

Challenges in Participant Engagement and Retention Using Mobile Health Apps: Literature Review

Authors of this article:

Saki Amagai1 Author Orcid Image ;   Sarah Pila1 Author Orcid Image ;   Aaron J Kaat1 Author Orcid Image ;   Cindy J Nowinski1 Author Orcid Image ;   Richard C Gershon1 Author Orcid Image
Article Authors Cited by (213) Tweetations (19) Metrics

Journals

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  102. Bak S, Uhm J. A Nurse-Led App-Based Home Exercise Program After Total Knee Arthroplasty. Rehabilitation Nursing Journal 2024;49(4):103 View
  103. Budin-Ljøsne I, Fredheim N, Jevne C, Kleven B, Charles M, Felix J, Flaig R, García M, Havdahl A, Islam S, Kerr S, Meder I, Molloy L, Morton S, Pizzi C, Rahman A, Willemsen G, Wood D, Harris J. Participant engagement and involvement in longitudinal cohort studies: qualitative insights from a selection of pregnancy and birth, twin, and family-based population cohort studies. BMC Medical Research Methodology 2024;24(1) View
  104. Oliveira M, Abelha A, Sousa R, Peixoto H. Gamification in mobile applications: techniques, benefits and challenges. Procedia Computer Science 2024;251:678 View
  105. Finkelstein E, Gardner D, Tham K, Gandhi M, Cheung Y, Bairavi J, Lee C, Tan N, Yeoh E, Lee P, Ho E, Adamjee T, Bee Y, Goh S. Effectiveness and cost‐effectiveness of an app and rewards‐based intervention in type 2 diabetes: A randomised controlled trial. Diabetes, Obesity and Metabolism 2025;27(2):729 View
  106. Verma S, Lalan A, Diaz P, Danassis P, Mahale A, Sudan K, Hegde A, Tambe M, Taneja A. Leveraging AI to improve health information access in the World's largest maternal mobile health program. AI Magazine 2024;45(4):526 View
  107. Kidman P, Curtis R, Watson A, Maher C. When and Why Adults Abandon Lifestyle Behavior and Mental Health Mobile Apps: Scoping Review. Journal of Medical Internet Research 2024;26:e56897 View
  108. Laure T, Remmerswaal D, Konigorski S, Engels R, Boffo M. Optimization of a Mobile Transdiagnostic Emotion Regulation Intervention for University Students: A Micro‐Randomized Trial. Stress and Health 2025;41(1) View
  109. Sinha C, Dinesh D, Heaukulani C, Phang Y. Examining a brief web and longitudinal app-based intervention [Wysa] for mental health support in Singapore during the COVID-19 pandemic: mixed-methods retrospective observational study. Frontiers in Digital Health 2024;6 View
  110. Cho P, Olaye I, Shandhi M, Daza E, Foschini L, Dunn J. Identification of key factors related to digital health observational study adherence and retention by data-driven approaches: an exploratory secondary analysis of two prospective longitudinal studies. The Lancet Digital Health 2025;7(1):e23 View
  111. Alexander A, Businelle M, Cheney M, Cohn A, McNeill L, Short K, Frank-Pearce S, Bradley D, Estrada K, Flores I, Fronheiser J, Kendzor D. An mHealth Intervention With Financial Incentives to Promote Smoking Cessation and Physical Activity Among Black Adults: Protocol for a Feasibility Randomized Controlled Trial. JMIR Research Protocols 2025;14:e69771 View
  112. Guo R, Zhang J, Yang F, Wu Y. Efficacy of an Intelligent and Integrated Older Adult Care Model on Quality of Life Among Home-Dwelling Older Adults: Randomized Controlled Trial. Journal of Medical Internet Research 2025;27:e67950 View
  113. Terceiro L, Mustafa M, Hägglund M, Kharko A. Research Participants’ Engagement and Retention in Digital Health Interventions Research: Protocol for Mixed Methods Systematic Review. JMIR Research Protocols 2025;14:e65099 View
  114. Wierenga H, Pagoni K, Skalkidou A, Papadopoulos F, Geusens F. Dropping out of a peripartum depression mHealth study: participants’ motives and suggestions for improvement. BMC Medical Research Methodology 2025;25(1) View
  115. Holley D, Brooks A, Hartz M, Rao S, Zaubler T. mHealth-Augmented Care for Reducing Depression Symptom Severity Among Patients With Chronic Pain: Exploratory, Retrospective Cohort Study. JMIR mHealth and uHealth 2025;13:e52764 View
  116. Ehrler F, Gschwind L, Hagberg H, Meyer P, Blondon K. A Medication Management App (Smart-Meds) for Patients After an Acute Coronary Syndrome: Pilot Pre-Post Mixed Methods Study. JMIR Cardio 2025;9:e50693 View
  117. Burke L, Bizhanova Z, Conroy M, Cheng J, Beatrice B, Kariuki J, Parmanto B, Sereika S. Adherence to self‐monitoring and behavioral goals is associated with improved weight loss in an mHealth randomized‐controlled trial. Obesity 2025;33(3):478 View
  118. Strand E, Varsi C, Børøsund E, Eide H, Schreurs K, Waxenberg L, Weiss K, Morrison E, Støle H, Kristjansdottir Ó, Stubhaug A, Solberg Nes L. Changes in cognition, coping, pain and emotions after 12-months access to the digital self-management program EPIO. Frontiers in Psychology 2025;16 View
  119. Lynch F, Cavese J, Fulton L, Vuckovic N, Brent D. Provider Perspectives on the Use of Mental Health Apps, and the BritePath App in Particular, With Adolescents at Risk for Suicidal Behavior: Qualitative Study. JMIR Human Factors 2025;12:e64867 View
  120. Rodberg D, Nawara R, Taylor M, Struik L. User Perceptions of E-Cigarette Cessation Apps: Content Analysis of App Reviews. Journal of Medical Internet Research 2025;27:e59997 View
  121. Podoly T, Even-Ezra H, Doron G. A randomized controlled trial evaluating an mHealth intervention for anger-related cognitions in misophonia. Journal of Affective Disorders 2025;379:350 View
  122. Siriaporn N, de Nazelle A, Vuillemin A. Promoting active transportation through technology: a scoping review of mobile apps for walking and cycling. BMC Public Health 2025;25(1) View
  123. Hewage S, Kularatna S, Parsonage W, Walters T, McPhail S, Brain D, Allen M. Integrating a Mobile App to Enhance Atrial Fibrillation Care: Key Insights From an Implementation Study Guided by the Consolidated Framework for Implementation Research. Journal of Medical Internet Research 2025;27:e66815 View
  124. Pedersen K, Østerskov A, Nielsen S, Karagkounis G, Knudsen A. Clinical performance of Hedia Diabetes Assistant bolus calculator for diabetes management: a real-world retrospective cohort study. Frontiers in Digital Health 2025;7 View
  125. Mair J, Hashim J, Thai L, Tai E, Ryan J, Kowatsch T, Müller-Riemenschneider F, Edney S. Understanding and overcoming barriers to digital health adoption: a patient and public involvement study. Translational Behavioral Medicine 2025;15(1) View
  126. Koerner R, Valente O, Tao A, Rechenberg K. Gratitude Interventions in Individuals With Diabetes: An Integrative Review. Holistic Nursing Practice 2025 View
  127. Zhang Z, Sun S, Moradbakhti L, Hall A, Mougenot C, Chen J, Calvo R. Health Care Professionals' Engagement With Digital Mental Health Interventions in the United Kingdom and China: Mixed Methods Study on Engagement Factors and Design Implications. JMIR Mental Health 2025;12:e67190 View
  128. Ash G, Mak S, Haughton A, Augustine M, Bodurtha P, Axtell R, Borsari B, Liu J, Lou S, Xin X, Fucito L, Jeon S, Stults-Kolehmainen M, Gerstein M. College Community–Based Physical Activity Support at a Public University During the COVID-19 Pandemic: Retrospective Longitudinal Analysis of Intra- Versus Interpersonal Components for Uptake and Outcome Association. JMIR mHealth and uHealth 2025;13:e51707 View
  129. Park L, Kariuki J, Hendriks J, Gallagher R, Burke L. A Review and Promise of Digital Health Technologies to Promote Global Cardiovascular Health. Journal of Cardiovascular Nursing 2025;40(6):538 View
  130. Cui T, Li T, Gong L, Wang K, Luo Q. Preliminary evaluation of a gamified smartphone intervention (O2O-PEP) for enhancing HIV post-exposure prophylaxis uptake in men who have sex with men: pilot feasibility study. BMC Public Health 2025;25(1) View
  131. Le Jeannic A, Michel M, El Hayek C, Chevreul K. Users of e-Health tools for mental health and suicide primary prevention: description of their characteristics, usage, and satisfaction in the case of StopBlues. Journal of Affective Disorders 2025;383:275 View
  132. Rudin R, Plombon S, Sulca Flores J, Sousa J, Rodriguez J, Foer D, Lipsitz S, Edelen M, Bates D, Arcia A, Dalal A. Between-Visit Asthma Symptom Monitoring With a Scalable Digital Intervention. JAMA Network Open 2025;8(4):e256219 View
  133. Weng L, Lin Z. Crowd Profile: Research and Review on Diabetes Mellitus Health Management. Journal of Medicine and Health Science 2024;2(4):90 View
  134. Inagaki S, Kato K, Matsuda T, Abe K, Kurebayashi S, Mihara M, Azuma D, Takabe M, Abe Y, Yasuda H. Experience with a team-based gamification health app for behavior change adapted to people with diabetes: A pilot study. Technology and Health Care 2025;33(5):2220 View
  135. Braver J, Marwick T, Salim A, Hakamuwalekamlage D, Keating C, Yiallourou S, Oldenburg B, Carrington M. Effects of a digitally enabled cardiac rehabilitation intervention on risk factors, recurrent hospitalization and mortality. European Heart Journal - Digital Health 2025;6(4):688 View
  136. Biliavska I, Lenguerrand E, Tobias J, Hamann P. How and Who? Examining Real‐World Evidence of Engagement and Use of an Electronic Patient‐Reported Outcome Smartphone Application in Routine Clinical Care for Patients With Inflammatory Arthritides. ACR Open Rheumatology 2025;7(5) View
  137. Jiang X, Chen Y, Ye W, Lin Y, Chen X, Sun Q, Peng J. Development and evaluation of an intelligent individualized nutrition management (iNutrition) applet for postdischarge gastric cancer patients following gastrectomy. Supportive Care in Cancer 2025;33(6) View
  138. Myers J, Brown C, Roa E. Design insights from dementia caregivers and therapists for a therapeutic music app. Academia Mental Health and Well-Being 2025;2(2) View
  139. El-Rajab I, Klotzbier T, Korbus H, Schott N. Camera-based mobile applications for movement screening in healthy adults: a systematic review. Frontiers in Sports and Active Living 2025;7 View
  140. Kilfoy A, Zaffino I, McAtee E, Panesar P, Cleverley K, Pham Q, Chu C, Jibb L. Understanding the effectiveness and design of parent-oriented mobile health interventions: a systematic review and narrative synthesis. BMC Pediatrics 2025;25(1) View
  141. Wiseman K, Budenz A, Siegel L, Prutzman Y. Impact of Ecological Momentary Assessment Participation on Short-Term Smoking Cessation: quitSTART Ecological Momentary Assessment Incentivization Randomized Trial. Journal of Medical Internet Research 2025;27:e67630 View
  142. Kunas B, Jung O, Schranz C, Schmoigl-Tonis M, Ploessnig M, Laireiter A. Personalizing mHealth Interventions for Occupational Stress: Protocol for a Randomized Pilot Study. JMIR Research Protocols 2025;14:e68012 View
  143. Švihrová R, Dei Rossi A, Marzorati D, Tzovara A, Faraci F. Designing digital health interventions with causal inference and multi-armed bandits: a review. Frontiers in Digital Health 2025;7 View
  144. Hackett K, Campbell M, Pakpahan E, Vines J, Lendrem D, McCready J, Rapley T, Ellis J, Deary V, McColl E, McCallum C. A pragmatic double blind remote pilot feasibility randomised controlled trial of a self-management app for people with Sjögren disease. Frontiers in Digital Health 2025;7 View
  145. Msheik B, Mcheick H, Hariri S, Adda M, Dbouk M. From data to medical context: the power of categorization in healthcare. Frontiers in Medicine 2025;12 View
  146. Tahtouh T, Salman H, Eissa N, Nassar N, Maghaydah S, Alhalabi M, Yaghi M, Gad A, Abdallah D, Elberry S, Alhosani A, Alshehhi S, Alkhedher M, Ramadan M, Ghazal M. Technological enhancements in personalized dietary management for chronic conditions. Biomedical Engineering Advances 2025;10:100181 View
  147. Levinton T, Gelech J, Golshan F, Mickleborough M. Experiences of a Neurofeedback-Based Mindfulness Meditation Intervention for Migraine: A Qualitative Study (Preprint). JMIR Neurotechnology 2024 View
  148. Miklowitz D, Weintraub M, Denenny D, Merranko J, Hooley J. Parental expressed emotion, family conflict, and symptom severity in adolescent offspring of parents with mood disorders. Journal of Affective Disorders 2025;389:119620 View
  149. Hai T, Penner K, Loran K, Fida H, Tongol N, Cameron E, Giuliano R, Roos L. eHealth Preferences for Parents of Young Children Diagnosed with Neurodevelopmental Disorders (NDDs) and/or Mental Health (MH) Disorders. Journal of Technology in Behavioral Science 2025 View
  150. Choi S, Hung P, Liu M, Dempsey W, Newman M, Klasnja P. Improving Affective Associations With Physical Activity via a Message-Based mHealth Intervention (WalkToJoy): Proof-of-Concept Study. Journal of Medical Internet Research 2025;27:e75792 View
  151. Kaufmann L, Baldofski S, Golsong K, Kohls E, Rummel-Kluge C. Reasons for non-participation and dropout in a longitudinal study of an app-based support service among adult patients in a psychiatric outpatient setting during the COVID-19 pandemic. Frontiers in Psychiatry 2025;16 View
  152. Avery L, Smith H, Livingston R, McPherson S, Innerd A, Hallsworth K. Feasibility of a digital lifestyle intervention (VITALISE) to support weight loss in patients with MASLD in routine secondary care. BMJ Open Gastroenterology 2025;12(1):e001771 View
  153. Xu J, Guo S, Yu X, Ji X. Willingness and influencing factors of adults receiving Hemodialysis to use mobile healthcare apps: a cross-sectional study. BMC Nephrology 2025;26(1) View
  154. Reyes L, Johnson S, Oke S, Carmona B, Bellows L. Understanding parents’ digital use and preferences for an mHealth intervention in low-income, rural settings. Health Education Research 2025;40(4) View
  155. Ding X, Holsti L, Schmidt J, Parde N, Sakakibara B, Barbic S. “You can’t categorize lived experiences”: Understanding youth engagement in mobile health in an integrated youth services setting. DIGITAL HEALTH 2025;11 View
  156. Spaargaren K, Roke Y, Begeer S, Straten A, Riper H, Greaves-Lord K, Scheeren A. A randomized controlled trial into the effectiveness of a mobile health application (SAM) to reduce stress and improve well-being in autistic adults. Autism 2025;29(10):2588 View
  157. Henning C, Schoemann N, Seiferth C, Opitz A, Lux U, Wolstein J. Forschung zu mHealth Anwendungen bei psychosozial belasteten Familien: Lessons Learned aus dem Projekt I-PREGNO. Praxis der Kinderpsychologie und Kinderpsychiatrie 2025;74(5):397 View
  158. Kim G, Baek S, Kim L, Kwon S. User Engagement With a Mobile Health App for People Living With HIV: Observational Study Based on an Engagement Evaluation Framework. Journal of Medical Internet Research 2025;27:e78810 View
  159. Larsen E, Song X, Joachim D, Ch'en P, M Green S, Hunt E, Kaur S, Nag R, Pisani O, Thomas S, Adewunmi V, Lutz C, Baghizadeh-Toosi B, Feldman J, Jariwala S. Respiratory-Responsive Vocal Biomarker for Asthma Exacerbation Monitoring: Prospective Cohort Study. Journal of Medical Internet Research 2025;27:e68741 View
  160. Hayashi C, Tanemura N, Taniguchi M, Okano T, Toyoda H, Mashino S, Ogata S. A randomized controlled trial of mobile intervention using health support bubbles to prevent social frailty. npj Digital Medicine 2025;8(1) View
  161. Kempton C, Ryan K, Clohessy S, Grinbergs P, Elliott M. Capturing Objective Functional Measures Using Smartphone Inertial Sensors: Feasibility and Usability Study With Older Adults. JMIR Rehabilitation and Assistive Technologies 2025;12:e72511 View
  162. Ding X, Marchand K, Holsti L, Schmidt J, Parde N, Sakakibara B, Barbic S. Unlocking mobile health adoption: A qualitative exploration of user experiences, barriers, and facilitators within integrated youth services in British Columbia, Canada. DIGITAL HEALTH 2025;11 View
  163. Wang L, Yuwen W, Cox V, Chen L, Zheng H, Ning Z, Simoni J. A Dialectical Behavior Therapy (DBT)-Informed mHealth Intervention to Enhance Coping Skills and Mental Health among Men Who Have Sex with Men Living with HIV in China: A Mixed-Methods Feasibility Pilot Study. AIDS and Behavior 2025;29(12):3715 View
  164. Criddle J, Malvini W, Jasper H, Bordieri M. Lessons Learned in Digital Health Promotion: The Promise and Challenge of Contextual Behavioral Science Methodology in Valuing Intervention Research. Behavioral Sciences 2025;15(8):1095 View
  165. Peng J, Wetzler E, Wandika B, Kithao P, Moraa J, Udren J, Schultes O, Akinyi E, Osborn L, Hedstrom A, Richardson B, Kumar M, Wamalwa D, Kinuthia J, Ronen K, Unger J, Or C. Associations between text communication engagement and maternal-neonatal outcomes in the Mobile WACh NEO Trial. PLOS Digital Health 2025;4(8):e0000968 View
  166. Yang S, Cha M, van Kessel R, Warrier G, Thrul J, Lee M, Yoon J, Kang D, Cho J. Understanding Inequalities in Mobile Health Utilization Across Phases: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2025;27:e71349 View
  167. Nikolovski J, Navar A, Steinhubl S, Baca-Motes K, Curtis A, Peterson E, Lakkireddy D, Tarino M, Juan S, Damaraju C, Wentworth D, Wildenhaus K, Patel M, Tavakoli C, Gibson C, Spertus J. The Heartline Experience. JACC: Advances 2025;4(9):102072 View
  168. Wang Y, Zhou S, Liu Y, Li D, Hu S, Wang X, Yi L, Yu Y, Chen Y. Accessibility and usage patterns of wearable devices among Chinese adults: the Huawei Blood Pressure Health Study. European Heart Journal - Digital Health 2025;6(6):1264 View
  169. Jaeger K, Nissen M, Leutheuser H, Danzberger N, Titzmann A, Pontones C, Goossens C, Ziegler P, Uhrig S, Haeberle L, Bleher H, Kast K, Kornhuber J, Schoeffski O, Braun M, Fasching P, Beckmann M, Eskofier B, Huebner H. Adherence to digital pregnancy care – lessons learned from the SMART start feasibility study. npj Digital Medicine 2025;8(1) View
  170. Park K, Lee S, Lee Y, Moon D, Lee E. Validating the Efficacy of a Mobile Digital Therapeutic for Insomnia (WELT-I): Randomized Controlled Decentralized Clinical Trial. Journal of Medical Internet Research 2025;27:e70722 View
  171. Martinsen L, Østerås N, Moseng T, Tveter A. Adherence to in-person and app-based exercise for patients with hip or knee osteoarthritis; secondary analyses from a randomized controlled trial. Rheumatology International 2025;45(9) View
  172. Collins R, Burrows T, Hutchesson M, Adam M, Clarke E, Collins C. The Impact of Financial Incentives on Completion of a No Money No Time 6‐Week Culinary Nutrition eHealth Challenge. Journal of Human Nutrition and Dietetics 2025;38(5) View
  173. Ma X, Chattopadhyay K, Xu M, Li L, Li J. Mobile App–Assisted Self-Monitoring of Blood Glucose in Type 2 Diabetes in Ningbo, China: 12-Month Retrospective Cohort Study. JMIR mHealth and uHealth 2025;13:e65919 View
  174. Flierman M, Möller E, Vijn V, Engelbert R, Jeukens-Visser M, van Kaam A, Bossen D. An Information App (e-TOP) to Support Parents’ Information Needs During the First Year at Home After Preterm Birth: Development and Usability Study. JMIR Pediatrics and Parenting 2025;8:e75569 View
  175. Shiu L, Huang Y, Liu C, Cheng Y, Chen Y. eHealth Literacy Mediating Social Support and Technology Acceptance Among Patients With Chronic Illnesses: A Cross‐Sectional Study. Journal of Advanced Nursing 2025 View
  176. Ghahremani H, Damrudi M, Ghaffari A, Aval K. ADOPT—the aquila-differential optimizer for efficient task allocation and QoS enhancement in mobile crowdsensing. Cluster Computing 2025;28(12) View
  177. Martínez C, Saura J, Enríquez M, Feliu A, Fu M, Ballbè M, Roca X, Andreu M, Pla M, Maestre-González E, Mondon S, Barrio P, Raich A, Porthé V, Garcia-Pañella O, Colom J, Segura L, Fernández E, Rosa N. Co-creating a gamified tool for cannabis and tobacco use monitoring: Participant-driven development. Drug and Alcohol Dependence 2025;276:112880 View
  178. Lee A, Burrell S, Courtnall S, Wake S, Rhodes R. Safe Patient Handling Musculoskeletal Injury-Prevention Smartphone App for Community Health Care Workers: Mixed Methods Feasibility Study. JMIR Formative Research 2025;9:e70681 View
  179. Shah J, Wilson S, Wang K, Thomas S, Pathuri S, Zheng J, Acar I, Kohilakis E, Boyapalli S, Kim V, Berlot A, Mowrey W, Kaur S, Mahali L, Gonzalez J, Wylie-Rosett J, Jariwala S. The Impact of Mobile Health Literacy, Socioeconomic Factors, and Engagement Patterns on DiabetesXcel App Usage in Adults. Journal of Diabetes & Metabolic Disorders 2025;24(2) View
  180. Oudbier S, Perillo M, Smeulers M, Nurmohamed S, Meij H, Smets E. Health apps: a cross-sectional study exploring patient motivations and usage implications. BMC Public Health 2025;25(1) View
  181. Doroshuk M, Lebrun C, Doyle-Baker P. Level of Agreement Between a Modified, Three-Step Menstrual Cycle Tracking Method and a Female-Health Menstrual Cycle Tracking App. Women's Health Reports 2025;6(1):1070 View
  182. Jarquin S, Alter B, O’Connell B, DeSensi R, Kenney M, Watson A, Wasan A. If you build it, they might come: Lessons learned from the development of a digital intervention for chronic pain. Pain Medicine 2025 View
  183. Martinsen L, Østerås N, Moseng T, Tveter A. App-based exercise intervention versus supervised exercise therapy for patients with hip or knee osteoarthritis—the randomised noninferiority DigiOA trial. EULAR Rheumatology Open 2025;1(3):295 View
  184. Piazza C, Laesser C, Kastrati L, Barnard-Kelly K, Nakas C, Herzig D, Bally L. App-based automated meal analysis in adults with type 1 diabetes using automated insulin delivery: a randomized controlled trial. eClinicalMedicine 2025;89:103537 View
  185. Dowling N, Merkouris S, Greenwood C, Youssef G, Thomas A, Hawker C, Lubman D, Rodda S. GamblingLess: In-The-Moment: a mixed-methods acceptability and engagement evaluation of a gambling just-in-time adaptive intervention. Addiction Science & Clinical Practice 2025;20(1) View
  186. Hubble T, Carbone L, Vandenbosch L, Toelen J, De Coninck D. Exploring Parental Intentions to Use Digital Tools to Enhance Parent-Child Sexual Communication in Europe: Cross-Sectional Questionnaire Study. JMIR Pediatrics and Parenting 2025;8:e75489 View
  187. Kong D, Wang Y, Sun K. Long-Term User Experience of Older Adults Living Alone on Home-Based Intelligent Care System: A Retrospective Interview Study. Sage Open 2025;15(4) View
  188. Oba T, Moriishi C, Takano K, Katahira K, Kimura K. Mobile-Based Ecological Momentary Intervention for Improving Physical Activity in Adults Without Regular Physical Activity: Pilot Randomized Controlled Trial. JMIR Formative Research 2025;9:e79360 View
  189. He J, Wang B. Unlocking online healthcare platform adoption: Decoding the “Key of CSR” through mixed methods integration of technology acceptance model mechanisms and privacy barriers. DIGITAL HEALTH 2025;11 View
  190. Hassan A, Breare H, Rollo M, Mullan B, Pollard C, Kerr D, Dhaliwal S, Begley A. Effectiveness of Digital Health Interventions on Body Weight and Dietary Intake Outcomes Among Culturally and Linguistically Diverse (CALD) and Indigenous Populations: A Systematic Review. Obesity Reviews 2025 View
  191. Hussain S, Mian Qaisar S, Sherjeel M. Level-crossing processing and deep convolutional neural network for arrhythmia classification in telehealth services. Physical and Engineering Sciences in Medicine 2025 View
  192. Tandon T, Biswas R, Meteier Q, Daher K, Khaled O, Meyer B, Berger T, Gupta R, Soelch C. Retention and Engagement in Culturally Adapted Digital Mental Health Interventions: A Systematic Review of Dropout, Attrition, and Adherence in Non-WEIRD Settings (Preprint). JMIR Mental Health 2025 View
  193. Zheng P, Miclau T, Goenawan B, Johnson G, O'Neill C, Tamura L, Wu P, Smuck M. Feasibility of a mobile application to track longitudinal pain outcomes after epidural joint injections. Interventional Pain Medicine 2025;4(4):100709 View
  194. Buono F, Blaha O, Lalloo C, Larkin K, Zempsky W, Pham Q, Grau L, Stinson J. The Efficacy of the iCanCope Mobile Application for Neurofibromatosis Type 1 (NF1): A Three‐Arm Randomized Controlled Trial. American Journal of Medical Genetics Part A 2025 View

Books/Policy Documents

  1. González Bermúdez A, Bernardos A. Wireless Mobile Communication and Healthcare. View
  2. Miller E, Hanlon R, Lehrer P, Mitchell K, Hancock M. Augmented Cognition. View
  3. Keller V, Ercsey I. Effective Digital Marketing for Improving Society Behavior Toward DEI and SDGs. View
  4. Gouri M, Gummalla S, Muntha R, Nagarajan M, Jothikumar R, Kumar K, Susi S. Handbook of Research on Advanced Functional Materials for Orthopedic Applications. View
  5. Andrews J, Eldredge C, Applequist J, Johnson J. Clinical Research Informatics. View
  6. Sompura D, Tripathy B. The Metaverse for the Healthcare Industry. View
  7. Ownby R, Purcell D, Thomas-Purcell K, Simonson M. Handbook of Concepts in Health, Health Behavior and Environmental Health. View
  8. Koumpouros Y. Unveiling Technological Advancements and Interdisciplinary Solutions for Pain Care. View
  9. Arora S, Malhotra J. Healthcare Frontiers in the Metaverse. View
  10. Sharma A, Rani S. Healthcare Frontiers in the Metaverse. View
  11. James L, De Pellegrin E, Genga L, Montagne B, Van Gorp P. Entertainment Computing – ICEC 2025. View
  12. Das R, Mondal S, Madhusudan P. HealthTech Horizons: AI-Infused Metaverse Solutions for Smart Healthcare Systems. View
  13. Hamlet C. The Palgrave Handbook of Consultancy in Health Psychology. View

Conference Proceedings

  1. Susaiyah A, Härmä A, Balloccu S, Reiter E, Petković M. 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW). Smart Selection of Useful Insights from Wearables View
  2. Erqsous M, Lovell F, Abraham B, Ngo A, Mauriello M. 2024 IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE). Poster: Opportunities and Challenges in Mental Health Mobile Applications View
  3. Ramjaun U, Abdullah K, Rana M. 2023 4th International Conference on Data Analytics for Business and Industry (ICDABI). User Centered Agile Software Development: Emerging Themes and Future Trends View
  4. Flaucher M, Pruemer F, Jaeger K, Rolny J, Trissler P, Eckl S, Eskofier B, Leutheuser H. Adjunct Proceedings of the 2024 Nordic Conference on Human-Computer Interaction. Motivational Factors for Experienced Users of Mobile Health Applications in Heart Failure Management View
  5. Odoke W, Ruhiu S. 2025 IST-Africa Conference (IST-Africa). mHealth Continuance Behaviour Among People Living with HIV in Developing Countries: A Rapid Review View
  6. Peng L. 2025 IEEE 16th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON). Designing Multi-Intention and Emotionally Safe Mobile Health Applications View