Evidence map›Paper›PMID 40978697›Full record

ArticleFrontiers in digital health2025

Assessing rural populations' barriers to mental healthcare and perceptions towards prescription digital therapeutics: a cross-sectional survey.

Grace Danon, Cody E Dunn, Michael Robins, Arundati Nagendra, Chuck Strand, Lisa Palko, Adam Colborn, Jackie Menjivar, Junko Saber

Abstract read
In one paragraph

Article in Frontiers in digital health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Grace DanonInnopiphany LLC., Irvine, CA, United States.
Cody E DunnInnopiphany LLC., Irvine, CA, United States.
Michael RobinsInnopiphany LLC., Irvine, CA, United States.
Arundati NagendraSchizophrenia and Psychosis Action Alliance, Alexandria, VA, United States.
Chuck StrandRural Minds, Mayville, NY, United States.
Lisa PalkoSociety for Digital Mental Health, Irvine, CA, United States.
Adam ColbornAcademy of Managed Care Pharmacy, Alexandria, VA, United States.
Jackie MenjivarMental Health America, Alexandria, VA, United States.
Junko SaberInnopiphany LLC., Irvine, CA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Prescription Digital Therapeutics (PDTs) hold unique potential to improve mental health in underserved rural areas. However, potential users' perceptions towards PDTs and community-specific differences in barriers to care are not well-understood. Methods: We conducted an online survey of 351 U.S. adults with ≥1 mental health condition and care-seeking behaviors. Descriptive statistics and non-parametric tests were used to evaluate rural and non-rural differences in demographics, social determinants of health, current barriers to mental health treatment, and the perceived value of PDTs. Key limitations of this approach include self-reported rurality and digital access bias associated with online survey distribution. Results: Barriers to mental healthcare impacted 60% of all rural respondents, and rurality was associated with unique challenges like lower incomes, lower education levels, substantial Medicaid enrollment, and further distances from care. Rural respondents were also more likely to be completely unfamiliar with digital apps for mental health treatment. 89% of all respondents thought PDTs could address at least one barrier to care and about 97% of respondents were likely to use a PDT recommended by their provider. Discussion: Existing gaps in care and positive perceptions towards PDTs demonstrate unique promise for these modalities to address unmet mental health needs. However, lower PDT familiarity among rural respondents suggests a need for provider intervention and policy reforms.

Indexed as

barriers to caredigital healthmental healthmental health equityprescription digital therapeuticsrural health

Identifiers

PMID40978697
PMCPMC12443765

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LicenceCC BY
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Registered trials

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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.