ReviewJMIR mHealth and uHealth2022
Technologies for Medication Adherence Monitoring and Technology Assessment Criteria: Narrative Review.
Review in JMIR mHealth and uHealth, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 77 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
77 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Medication adherence and influencing factors in children and adolescents with attention deficit hyperactivity disorder (ADHD): a systematic review and meta-analysis.Frontiers in pharmacology · 2026Pooled it
- Effectiveness of eHealth for Medication Adherence in Renal Transplant Recipients: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Effectiveness of Mobile Health Intervention in Medication Adherence: a Systematic Review and Meta-Analysis.Journal of medical systems · 2025Pooled it
- Health Information Technology Supporting Adherence Memory Disorder Patients: A Systematic Literature Review.Applied clinical informatics · 2024Pooled it
- 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 · 2023Trial
- Mapping medication adherence interventions across Europe: Expert perspectives from 35 countries.Public health in practice (Oxford, England) · 2026Article
- A Scoping Review of Digital Behavioral Approaches to Improve Medication Adherence in Type 2 Diabetes.Current diabetes reports · 2026Article
- Development and Validation of Digital Decision Aids to Support Medication Adherence in Older Adults: A Scoping Review.Pharmacy (Basel, Switzerland) · 2026Review
- Digital and Biomarker-Based Monitoring for Schizophrenia-Treatment Adherence.Neuropsychopharmacology reports · 2026Review
- Contexts and Mechanisms Related to the Efficacy of Digital Medication Adherence Interventions to Support Medication Adherence Among Adults With Chronic Diseases: Realist Review.Interactive journal of medical research · 2026Review
- Performance-Based Usability of Medication Adherence Technologies Among Older Adults With Diverse Capabilities: Quantitative Study.JMIR aging · 2026Article
- Cardiac event-induced PTSD symptoms and continuous heart rate in coronary artery disease patients.Health psychology : official journal of the Division of Health Psychology, American Psychological Association · 2026Article
- Patient Engagement Strategies for Implementing Evidence-Based Care in Atherosclerosis.Current atherosclerosis reports · 2026Review
- Memantine for Prevention of Cognitive Late Effects in Children and Adolescents Receiving Radiation Therapy for Brain Tumors: A Randomized, Controlled, Pilot Trial.International journal of radiation oncology, biology, physics · 2026Article
- Real-time electronic drug monitoring: experiences from a multinational phase 3 clinical trial to prevent multidrug-resistant TB.IJTLD open · 2026Article
- Article
- Optimising Paediatric Medication Adherence Through Innovative Drug Formulations and Delivery Systems.Clinical pharmacokinetics · 2026Review
- Medication reminder use and medication adherence among patients with chronic conditions in a Malaysian teaching hospital.BMC health services research · 2026Article
- Formative perceptions surrounding the use of a taggant-based adherence tool to measure antiretroviral therapy adherence in people with HIV.AIDS care · 2026Article
- Challenges and Strategies of Managing Mental Health Medication in Real-World Practices: Interview Study Among University Students.JMIR human factors · 2026Article
17 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
backgroundAccurate measurement and monitoring of patient medication adherence is a global challenge because of the absence of gold standard methods for adherence measurement. Recent attention has been directed toward the adoption of technologies for medication adherence monitoring, as they provide the opportunity for continuous tracking of individual medication adherence behavior. However, current medication adherence monitoring technologies vary according to their technical features and data capture methods, leading to differences in their respective advantages and limitations. Overall, appropriate criteria to guide the assessment of medication adherence monitoring technologies for optimal adoption and use are lacking.
objectiveThis study aims to provide a narrative review of current medication adherence monitoring technologies and propose a set of technology assessment criteria to support technology development and adoption.
methodsA literature search was conducted on PubMed, Scopus, CINAHL, and ProQuest Technology Collection (2010-present) using the combination of keywords medication adherence, measurement technology, and monitoring technology. The selection focused on studies related to medication adherence monitoring technology and its development and use. The technological features, data capture methods, and potential advantages and limitations of the identified technology applications were extracted. Methods for using data for adherence monitoring were also identified. Common recurring elements were synthesized as potential technology assessment criteria.
resultsOf the 3865 articles retrieved, 98 (2.54%) were included in the final review, which reported a variety of technology applications for monitoring medication adherence, including electronic pill bottles or boxes, ingestible sensors, electronic medication management systems, blister pack technology, patient self-report technology, video-based technology, and motion sensor technology. Technical features varied by technology type, with common expectations for using these technologies to accurately monitor medication adherence and increase adoption in patients' daily lives owing to their unobtrusiveness and convenience of use. Most technologies were able to provide real-time monitoring of medication-taking behaviors but relied on proxy measures of medication adherence. Successful implementation of these technologies in clinical settings has rarely been reported. In all, 28 technology assessment criteria were identified and organized into the following five categories: development information, technology features, adherence to data collection and management, feasibility and implementation, and acceptability and usability.
conclusionsThis narrative review summarizes the technical features, data capture methods, and various advantages and limitations of medication adherence monitoring technology reported in the literature and the proposed criteria for assessing medication adherence monitoring technologies. This collection of assessment criteria can be a useful tool to guide the development and selection of relevant technologies, facilitating the optimal adoption and effective use of technology to improve medication adherence outcomes. Future studies are needed to further validate the medication adherence monitoring technology assessment criteria and construct an appropriate technology assessment framework.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.