Published on in Vol 10, No 3 (2022): March

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/35157, first published .
Technologies for Medication Adherence Monitoring and Technology Assessment Criteria: Narrative Review

Technologies for Medication Adherence Monitoring and Technology Assessment Criteria: Narrative Review

Technologies for Medication Adherence Monitoring and Technology Assessment Criteria: Narrative Review

Journals

  1. Faisal S, Ivo J, Abu Fadaleh S, Patel T. Exploring the Value of Real-Time Medication Adherence Monitoring: A Qualitative Study. Pharmacy 2023;11(1):18 View
  2. Takahashi E, Schwamm L, Adeoye O, Alabi O, Jahangir E, Misra S, Still C. An Overview of Telehealth in the Management of Cardiovascular Disease: A Scientific Statement From the American Heart Association. Circulation 2022;146(25) View
  3. Oakley-Girvan I, Docherty J. A New Approach to Enhancing Engagement in eHealth Apps. Interactive Journal of Medical Research 2022;11(2):e38886 View
  4. Lindsey J, Hudgens M, Gaur A, Horvath K, Dallas R, Heckman B, Mueller Johnson M, Amico K. Electronic Dose Monitoring Device Patterns in Youth Living With HIV Enrolled in an Adherence Intervention Clinical Trial. JAIDS Journal of Acquired Immune Deficiency Syndromes 2023;92(3):231 View
  5. Giedraitiene N, Taluntiene V, Kaubrys G. Relationship between cognition and treatment adherence to disease-modifying therapy in multiple sclerosis: a prospective, cross-sectional study. Scientific Reports 2022;12(1) View
  6. Chettati M, Bouchemla N, Fadili W, Laouad I. Utilisation de l’application mobile TestObs pour l’évaluation de l’observance thérapeutique dans une population d’hémodialysés chroniques : modèle de monitoring technologique de l’adhérence au traitement et ses facteurs déterminants. Néphrologie & Thérapeutique 2022;18(6):557 View
  7. Blair C, Gandhi M, Shoptaw S, Blades C, Clark J. Contingency Management for Integrated Harm Reduction Among Men Who Have Sex with Men Who Use Methamphetamine in Los Angeles: A Pilot Assessment. AIDS and Behavior 2023;27(6):1962 View
  8. Walton K, Herrmann E. Medication adherence in tobacco cessation clinical trials. Addiction Neuroscience 2023;6:100069 View
  9. Lee-Riddle G, Schmidt H, Reese P, Nelson M, Neergaard R, Barg F, Serper M. Transplant recipient, care partner, and clinician perceptions of medication adherence monitoring technology: A mixed methods study. American Journal of Transplantation 2024;24(4):669 View
  10. Niazi S. The Coming of Age of AI/ML in Drug Discovery, Development, Clinical Testing, and Manufacturing: The FDA Perspectives. Drug Design, Development and Therapy 2023;Volume 17:2691 View
  11. Ali A, Clarke D. Digital measures in epilepsy in low-resourced environments. Expert Review of Pharmacoeconomics & Outcomes Research 2024;24(6):705 View
  12. Kalichman S, Banas E, Shkembi B, Kalichman M, Mathews C. The three-item patient-reported instrument for retrospective adherence in resource constrained settings: reliability, validity and potential utility. Journal of Behavioral Medicine 2024;47(1):135 View
  13. Chalasani S, Syed J, Ramesh M, Patil V, Pramod Kumar T. Artificial intelligence in the field of pharmacy practice: A literature review. Exploratory Research in Clinical and Social Pharmacy 2023;12:100346 View
  14. Sinnappah K, Hughes D, Stocker S, Vrijens B, Aronson J, Wright D. A framework for understanding sources of bias in medication adherence research. British Journal of Clinical Pharmacology 2023;89(11):3444 View
  15. Rodrigues R, Varghese S, Mahrous M, Ananthaneni Kumar A, Ahmed M, D'Souza G. Feasibility and acceptability pilot of video-based direct observed treatment (vDOT) for supporting antitubercular treatment in South India: a cohort study. BMJ Open 2023;13(5):e065878 View
  16. Moreo K, Sapir T. Growth of Remote Therapeutic Monitoring Lands New Opportunities for Case Management. Professional Case Management 2024;29(2):63 View
  17. Zaveryachev S, Lotnik E, Gilavyan M, Yusupovskaya E, Koshechkin K. Digital Pharmacotherapy Support for Medication Adherence. Safety and Risk of Pharmacotherapy 2023;11(4):409 View
  18. Faisal S, Samoth D, Aslam Y, Patel H, Park S, Baby B, Patel T. Key Features of Smart Medication Adherence Products: Updated Scoping Review. JMIR Aging 2023;6:e50990 View
  19. Kim B, Hu J. The Effectiveness of Cognitive-Focused Interventions for Adults With Diabetes: A Systematic Review. Western Journal of Nursing Research 2024;46(3):236 View
  20. Khan M, Shoaib A, Arledge E. How to promote AI in the US federal government: Insights from policy process frameworks. Government Information Quarterly 2024;41(1):101908 View
  21. Elkefi S, Blecker S, Bitan Y. Health Information Technology Supporting Adherence Memory Disorder Patients: A Systematic Literature Review. Applied Clinical Informatics 2024;15(01):085 View
  22. Magon A, Hendriks J, Conte G, Caruso R. Description of self-care behaviours in patients with non-valvular atrial fibrillation on oral anticoagulant therapy: a scoping review. European Journal of Cardiovascular Nursing 2024;23(6):582 View
  23. Lo A, Lovell K, Greenzaid J, Oscherwitz M, Feldman S. Adherence to treatment in dermatology: Literature review. JEADV Clinical Practice 2024;3(2):401 View
  24. Al Meslamani A. Policy solutions for medication non-adherence: what can governments do?. Expert Review of Pharmacoeconomics & Outcomes Research 2024;24(7):777 View
  25. Morelli S, D’Avenio G, Daniele C, Grigioni M, Giansanti D. Under the Tech Umbrella: Assessing the Landscape of Telemedicine Innovations (Telemechron Study). Healthcare 2024;12(6):615 View
  26. Verma S, Mohanty I, Rai S. Determinants of medication adherence and impact of mobile telephony, pillbox interventions on compliance and glycemic control among patients with type 2 diabetes. Journal of Diabetology 2024;15(1):70 View
  27. Schnorrerova P, Matalova P, Wawruch M. Medication adherence - the way to understand patients. Klinická farmakologie a farmacie 2024;38(1):15 View
  28. Serina P, Bounds M, Dandapani H, Carnes T, Linnebur S, Gomez Picazo J, Keene S, Goldberg E. Could digital pills improve medication adherence in persons living with dementia? A qualitative study. Journal of the American Geriatrics Society 2024;72(8):2581 View
  29. Rane K, Kukreja G, Deshmukh S, Kakad U, Jadhav P, Patole V. Robotic Pills as Innovative Personalized Medicine Tools: A Mini Review. Recent Advances in Drug Delivery and Formulation 2024;18(1):2 View
  30. Bandiera C, Pasquier J, Locatelli I, Schneider M. Using a Semiautomated Procedure (CleanADHdata.R Script) to Clean Electronic Adherence Monitoring Data: Tutorial. JMIR Formative Research 2024;8:e51013 View
  31. Kangwal C, Thato R, Ua-kit N, Visudtibhan A. Interventions to promote medication adherence among children with epilepsy: An integrative review. Journal of Pediatric Nursing 2024;78:e51 View
  32. Dave P. Using AI to increase medication adherence. Asian Journal of Dental and Health Sciences 2024;4(2):38 View
  33. Rivera Romero O, Chae H, Faienza M, Vergani E, Cheon C, Di Mase R, Frasca F, Lee H, Giavoli C, Kim J, Klain A, Moon J, Iezzi M, Yeh J, Aversa A, Rhie Y, Koledova E. Healthcare professionals’ perspectives towards the digitalisation of paediatric growth hormone therapies: expert panels in Italy and Korea. Frontiers in Endocrinology 2024;15 View
  34. Bužančić I, Balen M, Arbanas D, Falamić S, Fehir Šola K, Galić Skoko A, Momčilović M, Orbanić A, Tatarević A, Ortner Hadžiabdić M. Development and Validation of a Tool to Explore Attitudes Towards meDication adHErence Using a Novel Self-Reported QuestionnairE (ADHERE-7). Pharmacy 2024;12(4):113 View
  35. Huang H, Zhang L, Yang Y, Huang L, Lu X, Li J, Yu H, Cheng S, Xiao J. Construction and application of medication reminder system: intelligent generation of universal medication schedule. BioData Mining 2024;17(1) View
  36. Hoti K, Weidmann A. Encouraging dissemination of research on the use of artificial intelligence and related innovative technologies in clinical pharmacy practice and education: call for papers. International Journal of Clinical Pharmacy 2024;46(4):777 View
  37. Kamusheva M, Aarnio E, Qvarnström M, Hafez G, Mucherino S, Potočnjak I, Trečiokiene I, Mihajlović J, Ekenberg M, van Boven J, Leiva‐Fernandez F. Pan‐European survey on medication adherence management by healthcare professionals. British Journal of Clinical Pharmacology 2024;90(12):3135 View
  38. Amirthalingam P, Alatawi Y, Chellamani N, Shanmuganathan M, Ali M, Alqifari S, Mani V, Dhanasekaran M, Alqahtani A, Alanazi M, Aljabri A. Sea Horse Optimization–Deep Neural Network: A Medication Adherence Monitoring System Based on Hand Gesture Recognition. Sensors 2024;24(16):5224 View
  39. Bamford E, Mawhinney J, Johnson N, Shelton I, Selby A, Drummond A. What are the barriers to upper limb splint adherence, and how is adherence measured? A systematic review. Hand Therapy 2024;29(4):161 View
  40. Li M, Kahalley L, Murphy E. Memantine for Children With Brain Cancer: Are We there Yet?. International Journal of Radiation Oncology*Biology*Physics 2024 View
  41. Childs-Kean L, Rivera C, Venugopalan V, Johnson M, Barreto E. The OPAT opportunity for beta-lactam individualization. Antimicrobial Stewardship & Healthcare Epidemiology 2024;4(1) View
  42. Warraich H, Tazbaz T, Califf R. FDA Perspective on the Regulation of Artificial Intelligence in Health Care and Biomedicine. JAMA 2025;333(3):241 View
  43. Ekenberg M, Landin F, Wettermark B. A Cross-Sectional Study Identifying Medication Adherence Technologies (MATech) in Sweden Using Behavior Change Techniques. Patient Preference and Adherence 2024;Volume 18:2281 View
  44. Ayers A, Ho C, Kerr D, Cichosz S, Mathioudakis N, Wang M, Najafi B, Moon S, Pandey A, Klonoff D. Artificial Intelligence to Diagnose Complications of Diabetes. Journal of Diabetes Science and Technology 2025;19(1):246 View
  45. Zewdu E, Demessie A, Nigatu A, Baykemagn N. Intention to use mobile text message reminders for medication adherence among hypertensive patients in North West Ethiopia: a cross-sectional study. BMC Health Services Research 2024;24(1) View
  46. Sheehan D, Gwanzura T, Ibarra C, Ramirez-Ortiz D, Swendeman D, Duncan D, Muñoz-Laboy M, Devieux J, Trepka M. Psychometric Properties of Measuring Antiretroviral Therapy Adherence Among Young Latino Sexual Minority Men With HIV: Ecological Momentary Assessment and Electronic Pill Dispenser Study. Online Journal of Public Health Informatics 2024;16:e51424 View
  47. Kerna N, Pruitt K, Olaniru F, Flores J, Nwafor B, Ngwu D, Keke C, Holets H, McKee D, Jomsky B, Carsrud N, Anderson II J. Impact of Medication Nonadherence Across Medical Specialties: Effects on Clinical Outcomes, Physician Satisfaction, and Socioeconomic Factors with Tools for Mitigation. European Journal of Medical and Health Research 2024;2(6):125 View
  48. Islam S, Maddison R, Karmarkar C, Rahman S. Can digital health help improve medication adherence in cardiovascular disease?. Expert Review of Medical Devices 2024;21(12):1071 View
  49. Zubrzycka R, Emeryk A. Przestrzeganie zaleceń terapeutycznych a przestrzeń relacji między osobą z przewlekłą chorobą a lekarzem-analiza teoretyczna. Medycyna Nowożytna 2024;30(2):125 View
  50. Baig A, Janvalkar M, Barse R, Jagtap V. Exploring Artificial Intelligence in Healthcare: A Precise Review. Journal of Bio-X Research 2024;7 View
  51. Rich K, Pai A, Varnell C, Hooper D, Eckhardt C, Modi A. Electronic Monitoring of Adherence in Clinical Care: Ethical and Practical Considerations. Clinical Practice in Pediatric Psychology 2022;10(4):452 View
  52. Kim S, Park S, Hwang H, Moon S, Park J. Effectiveness of Mobile Health Intervention in Medication Adherence: a Systematic Review and Meta-Analysis. Journal of Medical Systems 2025;49(1) View
  53. Szendzielorz E, Spiewak R. Caffeine as an Active Ingredient in Cosmetic Preparations Against Hair Loss: A Systematic Review of Available Clinical Evidence. Healthcare 2025;13(4):395 View
  54. POSTOLACHE P, OIEGAR V, GHIMUȘ C. THE EVALUATION AND OPTIMISATION OF PACIENTS’ ADHERENCE TO PULMONARY REHABILITATION PROGRAMS. Romanian Journal of Medical Rehabilitation Physical Medicine and Balneoclimatology 2025;1(3):206 View
  55. Han S, Song J, Han S, Choi S, Lim J, Oh B, Shin D. Participant Adherence in Repeated-Dose Clinical Studies Using Video-Based Observation: Retrospective Data Analysis. JMIR mHealth and uHealth 2025;13:e65668 View
  56. Gottlieb H, Seghers L, Leiva-Fernandez F, Ghiciuc C, Hafez G, Herdeiro M, Petrović A, Novais T, Schneider M, Dima A, Ekenberg M, Wettermark B. Medication adherence in the curricula of future European physicians, pharmacists and nurses – a cross-sectional survey. BMC Medical Education 2025;25(1) View
  57. Fan Z, Han Y, Sun G, Dong Z. Immunosuppressant adherence after heart transplantation: a review on detection, prevention, and intervention strategies in a multidisciplinary. Frontiers in Cardiovascular Medicine 2025;12 View
  58. Alzghaibi H. Adoption barriers and facilitators of wearable health devices with AI integration: a patient-centred perspective. Frontiers in Medicine 2025;12 View
  59. Brin M, Michaels C, Veihman P, Wood O, Abua J, Kay E, Batey D, Schnall R. Acceptability and perceived usefulness of the CHAMPS intervention for improving medication adherence among people with HIV in Alabama and New York. International Journal of Medical Informatics 2025;201:105959 View
  60. Zhou L, Cheng K, Chen L, Hou X, Wan J. Effectiveness of eHealth for Medication Adherence in Renal Transplant Recipients: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2025;27:e73520 View
  61. Azenkot T, Rivera D, Stewart M, Patel S. Artificial Intelligence and Machine Learning Innovations to Improve Design and Representativeness in Oncology Clinical Trials. American Society of Clinical Oncology Educational Book 2025;45(3) View
  62. Akinrintoyo E, Garate V, Bremner P. User-Centered Design of Internet of Robotic Things (IoRT) for People Living with Dementia. International Journal of Social Robotics 2025 View
  63. Kalentakis Z, Feretzakis G, Baxevani G, Peristera P, Ninos A, Anastasiou A, Dritsas G, Papatheodorou E. Evaluating the impact of surgical technique and corticosteroid use on post-tonsillectomy pain and bleeding. Discover Medicine 2025;2(1) View
  64. Schnorrerova P, Matalova P, Wawruch M. Medication Adherence and Intervention Strategies: Why Should We Care. Bratislava Medical Journal 2025;126(7):1196 View
  65. Baby B, Gill J, Faisal S, Elba G, Park S, McKinnon A, Patterson K, Guilcher S, Chang F, Lee L, Burns C, Griffin R, Patel T. Medication Adherence Technologies: A Classification Taxonomy Based on Features. Mayo Clinic Proceedings: Digital Health 2025:100237 View
  66. Rungvivatjarus T, Huang M, Winckler B, Fisher E, Rhee K. Pediatric medication management barriers faced by providers serving underserved populations and proposed solutions. Frontiers in Health Services 2025;5 View
  67. Catalá-Vilaplana I, Cao S, Zadravec K, LeVasseur N, Kimple R, Lim A, Courneya K, Campbell K. Exercise May Improve Completion of Standard and Emerging Cancer Treatments. Exercise and Sport Sciences Reviews 2025;53(3):110 View
  68. Kim S, Hwang H, Byun K, Park S, Moon S, Lee H. Development of a Digital Intervention Incorporating Habit Formation Techniques for Medication Adherence. INQUIRY: The Journal of Health Care Organization, Provision, and Financing 2025;62 View
  69. Alatawi Y, Amirthalingam P, Chellamani N, Shanmuganathan M, Ali M, Alqifari S, Mani V, Dhanasekaran M, Alqahtani A, Aljabri A. Smart wearable sensor-based model for monitoring medication adherence using sheep flock optimization algorithm-attention-based bidirectional long short-term memory (SFOA-Bi-LSTM). DIGITAL HEALTH 2025;11 View
  70. Alzghaibi H. Nurses’ perspectives on AI-Enabled wearable health technologies: opportunities and challenges in clinical practice. BMC Nursing 2025;24(1) View
  71. Nimkar R, Balkhande R, Patil R, Agarwal D, Apte A. Evaluation of acceptability and feasibility of using manual pill organizers and pill reminder apps for improving medication adherence among elderly population from rural Maharashtra. Indian Journal of Pharmacology 2025;57(3):150 View
  72. Robinson C, Aman N, Arora H, Banh T, Brooke J, Dhillon V, Garner M, Licht C, McKay A, Prabakaran S, Pearl R, Radhakrishnan S, Rasool K, Selvathesan N, Teoh C, Vasilevska-Ristovska J, Parekh R. Longitudinal medication adherence in children with nephrotic syndrome and association with disease outcomes. Nephrology Dialysis Transplantation 2025 View

Books/Policy Documents

  1. Aungst T, Mukherjee S. Diabetes Digital Health, Telehealth, and Artificial Intelligence. View
  2. Chen S, Pope E. Diabetes Digital Health, Telehealth, and Artificial Intelligence. View
  3. Das D, Ghosh U, Shetty S, Mohanty S. Role of Internet of Things and Machine Learning in Smart Healthcare. View
  4. Dima A, Nabergoj‐Makovec U, van Boven J. Drug Utilization Research. View
  5. Suarez B, Ravelo N, Mpanu Mpanu R, Akinyemiju I, Goldsmith B, Sanchez-Covarrubias A, Gheith N, Montgomerie E, Galli J, Villar-Loubet O, Duthely L. Encyclopedia of Information Science and Technology, Sixth Edition. View
  6. Kim G, Abbas A, Mahato K. Biosensors for Personalized Healthcare. View
  7. Gupta M, Prasad K, Sehgal J, Rai D, Bhalla V, Agrawal S. Practical Applications of Self-Service Technologies Across Industries. View

Conference Proceedings

  1. Minera S, Nuerbiya A, Espinoza A, George K, Panangadan A. 2023 IEEE World AI IoT Congress (AIIoT). Smart Pill Dispenser with Smart Cup View
  2. S T, Reddy T, Dhanush , Krithin T, Kumari J. 2024 5th International Conference on Electronics and Sustainable Communication Systems (ICESC). A Smart Pill Container for Improved Medication View
  3. Seckin M, Sadhu S, Al Rumon M, Gravel M, DiFazio H, Johnson N, Perry K, Solanki D, Mankodiya K. 2024 IEEE 20th International Conference on Body Sensor Networks (BSN). MedDock: A 3D-Printed Smart Pill Dispenser with Sensitive Textile Sensor for Adherence Monitoring View
  4. Nguyen N, Tran T, Dang H. Proceedings of the 2024 9th International Conference on Cloud Computing and Internet of Things. Smart Pill Box: An IoT-Integrated Application for Monitoring Patient Medication Usage at Home View
  5. Balaji P, Mohitha I, Prashanthini K, Sivaprakash K, Rithick P, Kasthuri S. 2024 9th International Conference on Communication and Electronics Systems (ICCES). Optimizing Medication Compliance through Machine Learning and IoT for Personalized Health Management View