Evidence map›Paper›PMID 30860493›Full record

ArticleJMIR mental health2019

Technological Interventions for Medication Adherence in Adult Mental Health and Substance Use Disorders: A Systematic Review.

Jackson M Steinkamp, Nathaniel Goldblatt, Jacob T Borodovsky, Amy LaVertu, Ian M Kronish, Lisa A Marsch, Zev Schuman-Olivier

Open access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
56citing papers in PubMed, 2 pooled it
6.9field-weighted citation impact, top 3% of its field
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

56 citing papers in PubMed, 2 syntheses or guidelines pooled it, 109 citations in OpenAlex.

  1. Pooled it
  2. Digital Help for Substance Users (SU): A Systematic Review.International journal of environmental research and public health · 2022
    Pooled it
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  10. Review
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  15. 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 · 2024
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors at 5 institutions in 1 country.

Jackson M SteinkampBoston University School of Medicine, Boston, MA, United States.ORCID http://orcid.org/0000-0001-7888-0691
Nathaniel GoldblattOutpatient Addiction Services, Department of Psychiatry, Cambridge Health Alliance, Somerville, MA, United States.ORCID http://orcid.org/0000-0003-1785-0733
Jacob T BorodovskyWashington University School of Medicine, St Louis, MO, United States.ORCID http://orcid.org/0000-0001-7112-5677
Amy LaVertuTufts University School of Medicine, Boston, MA, United States.ORCID http://orcid.org/0000-0001-9228-7659
Ian M KronishCenter for Behavioral Cardiovascular Health, Columbia University Irving Medical Center, New York City, NY, United States.ORCID http://orcid.org/0000-0003-0945-2380
Lisa A MarschCenter for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, Lebanon, NH, United States.ORCID http://orcid.org/0000-0001-6429-0965
Zev Schuman-OlivierOutpatient Addiction Services, Department of Psychiatry, Cambridge Health Alliance, Somerville, MA, United States.ORCID http://orcid.org/0000-0001-9216-2039
Cambridge Health Alliance · USBoston University · USColumbia University Irving Medical Center · USTufts University · USWashington University in St. Louis · US

Funding

Treatment Development & Evaluation CoreP30DA029926 · NIDA · DARTMOUTH COLLEGE · PI Lisa A. Marsch · 2011 to 2026
$21.5M
Training in the Science of Co-Occurring DisordersT32DA037202 · NIDA · DARTMOUTH COLLEGE · PI Lisa A. Marsch · 2014 to 2026
$4.7M
Applying novel technologies and methods to inform the ontology of self-regulationUH2DA041713 · NIDA · DARTMOUTH COLLEGE · PI MARSCH, LISA A., POLDRACK, RUSSELL A · 2015 to 2017
$2.8M
Applying novel technologies and methods to inform the ontology of self-regulationUH3DA041713 · NIDA · DARTMOUTH COLLEGE · PI MARSCH, LISA A., POLDRACK, RUSSELL A · 2018 to 2019
$2.5M
MySafeRx: An integrated mobile platform for buprenorphine adherenceR34DA040086 · NIDA · DARTMOUTH COLLEGE · PI SCHUMAN OLIVIER, ZEV DAVID · 2016 to 2018
$729k
NIDA NIH HHS P30 DA029926NIDA NIH HHS R34 DA040086NIDA NIH HHS T32 DA037202NIDA NIH HHS UH2 DA041713NIDA NIH HHS UH3 DA041713
6 · The paper itself

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.

Indexed as

medication adherencemedication compliancemental healthmHealthpsychiatrysubstance-related disorderssystematic review

Identifiers

PMID30860493
PMCPMC6434404
OpenAlexW2904346259

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.