Evidence map›Paper›PMID 37191975›Full record

ArticleJMIR formative research2023

Facilitators of and Barriers to Integrating Digital Mental Health Into County Mental Health Services: Qualitative Interview Analyses.

Xin Zhao, Nicole A Stadnick, Eduardo Ceballos-Corro, Jorge Castro, Kera Mallard-Swanson, Kristina J Palomares, Elizabeth Eikey, Margaret Schneider, Kai Zheng, Dana B Mukamel and 2 more

Open access · goldAbstract read
In one paragraph

Article in JMIR formative research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
3.9field-weighted citation impact, top 5% 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

15 citing papers in PubMed, 20 citations in OpenAlex.

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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

12 authors at 2 institutions in 1 country.

Xin ZhaoDepartment of Medicine, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0000-0001-8455-9757
Nicole A StadnickDepartment of Psychiatry, University of California, San Diego, La Jolla, CA, United States.ORCID https://orcid.org/0000-0001-6520-2920
Eduardo Ceballos-CorroDepartment of Psychological Science, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0009-0002-3446-7410
Jorge CastroDepartment of Psychological Science, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0009-0002-7992-6983
Kera Mallard-SwansonAltman Clinical and Translational Research Institute, Dissemination and Implementation Science Center, University of California, San Diego, La Jolla, CA, United States.ORCID https://orcid.org/0009-0001-9744-127X
Kristina J PalomaresDepartment of Medicine, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0000-0003-2980-1592
Elizabeth EikeyHerbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, La Jolla, CA, United States.ORCID https://orcid.org/0000-0002-3099-8081
Margaret SchneiderDepartment of Public Health, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0000-0002-8314-0732
Kai ZhengDepartment of Informatics, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0000-0003-4121-4948
Dana B MukamelDepartment of Medicine, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0000-0003-4147-5785
Stephen M SchuellerDepartment of Psychological Science, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0000-0002-1003-0399
Dara H SorkinDepartment of Medicine, University of California, Irvine, Irvine, CA, United States.ORCID https://orcid.org/0000-0003-0742-9240
University of California, Irvine · USUniversity of California San Diego · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDigital mental health interventions (DMHIs) represent a promising solution to address the growing unmet mental health needs and increase access to care. Integrating DMHIs into clinical and community settings is challenging and complex. Frameworks that explore a wide range of factors, such as the Exploration, Preparation, Implementation, Sustainment (EPIS) framework, can be useful for examining multilevel factors related to DMHI implementation efforts.

objectiveThis paper aimed to identify the barriers to, facilitators of, and best practice recommendations for implementing DMHIs across similar organizational settings, according to the EPIS domains of inner context, outer context, innovation factors, and bridging factors.

methodsThis study stems from a large state-funded project in which 6 county behavioral health departments in California explored the use of DMHIs as part of county mental health services. Our team conducted interviews with clinical staff, peer support specialists, county leaders, project leaders, and clinic leaders using a semistructured interview guide. The development of the semistructured interview guide was informed by expert input regarding relevant inner context, outer context, innovation factors, and bridging factors in the exploration, preparation, and implementation phases of the EPIS framework. We followed a recursive 6-step process to conduct qualitative analyses using inductive and deductive components guided by the EPIS framework.

resultsOn the basis of 69 interviews, we identified 3 main themes that aligned with the EPIS framework: readiness of individuals, readiness of innovations, and readiness of organizations and systems. Individual-level readiness referred to the extent to which clients had the necessary technological tools (eg, smartphones) and knowledge (digital literacy) to support the DMHI. Innovation-level readiness pertained to the accessibility, usefulness, safety, and fit of the DMHI. Organization- and system-level readiness concerned the extent to which providers and leadership collectively held positive views about DMHIs as well as the extent to which infrastructure (eg, staffing and payment model) was appropriate.

conclusionsThe successful implementation of DMHIs requires readiness at the individual, innovation, and organization and system levels. To improve individual-level readiness, we recommend equitable device distribution and digital literacy training. To improve innovation readiness, we recommend making DMHIs easier to use and introduce, clinically useful, and safe and adapting them to fit into the existing client needs and clinical workflow. To improve organization- and system-level readiness, we recommend supporting providers and local behavioral health departments with adequate technology and training and exploring potential system transformations (eg, integrated care model). Conceptualizing DMHIs as services allows the consideration of both the innovation characteristics of DMHIs (eg, efficacy, safety, and clinical usefulness) and the ecosystem around DMHIs, such as individual and organizational characteristics (inner context), purveyors and intermediaries (bridging factor), client characteristics (outer context), as well as the fit between the innovation and implementation settings (innovation factor).

Indexed as

digital mental healthimplementation readinessimplementation sciencemHealthmobile healthmobile phonequalitative analyses

Identifiers

PMID37191975
PMCPMC10230355
OpenAlexW4376641848

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.