ArticleJMIR mental health2019
Technological Interventions for Medication Adherence in Adult Mental Health and Substance Use Disorders: A Systematic Review.
Article in JMIR mental health, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 56 papers, 2 of them syntheses that pooled it.
What it found
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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
56 citing papers in PubMed, 2 syntheses or guidelines pooled it, 109 citations in OpenAlex.
- Systematic Literature Review of Text Messaging Interventions to Promote Medication Adherence Among People With Serious Mental Illness.Psychiatric services (Washington, D.C.) · 2022Pooled it
- Digital Help for Substance Users (SU): A Systematic Review.International journal of environmental research and public health · 2022Pooled it
- Feasibility and preliminary effectiveness of electronic medication monitoring system to improve antipsychotic adherence: a type 1 effectiveness-implementation hybrid pilot study.BMC psychiatry · 2026Trial
- Barriers and facilitators to medication-assisted treatment for cocaine use disorder among men who have sex with men: a qualitative study.Addiction science & clinical practice · 2024Trial
- Methylphenidate augmentation of escitalopram to enhance adherence to antidepressant treatment: a pilot randomized controlled trial.BMC psychiatry · 2021Trial
- A Mobile Phone-Based Intervention to Reduce Mental Health Problems in Health Care Workers During the COVID-19 Pandemic (PsyCovidApp): Randomized Controlled Trial.JMIR mHealth and uHealth · 2021Trial
- Hummingbird Study: Results from an Exploratory Trial Assessing the Performance and Acceptance of a Digital Medicine System in Adults with Schizophrenia, Schizoaffective Disorder, or First-Episode Psychosis.Neuropsychiatric disease and treatment · 2021Trial
- Heartrate variability biofeedback for migraine using a smartphone application and sensor: A randomized controlled trial.General hospital psychiatryTrial
- Digital mental health tools for use by individuals in opioid use recovery: An academic scoping and commercial review.PLOS digital health · 2026Article
- Harnessing Dietary Tryptophan: Bridging the Gap Between Neurobiology and Psychiatry in Depression Management.International journal of molecular sciences · 2026Review
- Article
- Mobile-Based Cognitive Behavioral Therapy for Health Care Workers' Mental Health in Ecuador: Quasi-Experimental Study.JMIR human factors · 2025Article
- Use of Online Tools for Mental Health Among Racially and Ethnically Diverse College Students: Mixed Methods Study.JMIR human factors · 2025Article
- Impact of Depression at HIV PrEP Initiation on Sustained PrEP Care Engagement Among US Gay and Bisexual Men.Journal of acquired immune deficiency syndromes (1999) · 2025Article
- Wearable devices for out-of-hospital cardiac arrest: A population survey on the willingness to adhere.Journal of the American College of Emergency Physicians open · 2024Article
- Technology-Based Strategy to Improve Medication Compliance Among Patients With Schizophrenia Spectrum Disorders.Cureus · 2024Article
- A Systematic Review on Pill and Medication Dispensers from a Human-Centered Perspective.Journal of healthcare informatics research · 2024Article
- Interventions for improving adherence to psychological treatments for common mental disorders: a systematic review.Global mental health (Cambridge, England) · 2024Review
- Impact of Telemedicine on Utilization of Psychiatric Resources in New York City during the COVID-19 Pandemic.Community mental health journal · 2024Article
- Old tech but not low tech: telephone-based treatment provision for substance use.Frontiers in psychiatry · 2024Article
Corrections and comments
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Authors and funding
7 authors at 5 institutions in 1 country.
Funding
Abstract
backgroundMedication adherence is critical to the effectiveness of psychopharmacologic therapy. Psychiatric disorders present special adherence considerations, notably an altered capacity for decision making and the increased street value of controlled substances. A wide range of interventions designed to improve adherence in mental health and substance use disorders have been studied; recently, many have incorporated information technology (eg, mobile phone apps, electronic pill dispensers, and telehealth). Many intervention components have been studied across different disorders. Furthermore, many interventions incorporate multiple components, making it difficult to evaluate the effect of individual components in isolation.
objectiveThe aim of this study was to conduct a systematic scoping review to develop a literature-driven, transdiagnostic taxonomic framework of technology-based medication adherence intervention and measurement components used in mental health and substance use disorders.
methodsThis review was conducted based on a published protocol (PROSPERO: CRD42018067902) in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses systematic review guidelines. We searched 7 electronic databases: MEDLINE, EMBASE, PsycINFO, the Cochrane Central Register of Controlled Trials, Web of Science, Engineering Village, and ClinicalTrials.gov from January 2000 to September 2018. Overall, 2 reviewers independently conducted title and abstract screens, full-text screens, and data extraction. We included all studies that evaluate populations or individuals with a mental health or substance use disorder and contain at least 1 technology-delivered component (eg, website, mobile phone app, biosensor, or algorithm) designed to improve medication adherence or the measurement thereof. Given the wide variety of studied interventions, populations, and outcomes, we did not conduct a risk of bias assessment or quantitative meta-analysis. We developed a taxonomic framework for intervention classification and applied it to multicomponent interventions across mental health disorders.
resultsThe initial search identified 21,749 results; after screening, 127 included studies remained (Cohen kappa: 0.8, 95% CI 0.72-0.87). Major intervention component categories include reminders, support messages, social support engagement, care team contact capabilities, data feedback, psychoeducation, adherence-based psychotherapy, remote care delivery, secure medication storage, and contingency management. Adherence measurement components include self-reports, remote direct visualization, fully automated computer vision algorithms, biosensors, smart pill bottles, ingestible sensors, pill counts, and utilization measures. Intervention modalities include short messaging service, mobile phone apps, websites, and interactive voice response. We provide graphical representations of intervention component categories and an element-wise breakdown of multicomponent interventions.
conclusionsMany technology-based medication adherence and monitoring interventions have been studied across psychiatric disease contexts. Interventions that are useful in one psychiatric disorder may be useful in other disorders, and further research is necessary to elucidate the specific effects of individual intervention components. Our framework is directly developed from the substance use disorder and mental health treatment literature and allows for transdiagnostic comparisons and an organized conceptual mapping of interventions.
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