ArticleImplementation research and practice
Stakeholder perspectives on digital behavioral health applications targeting adolescent depression and suicidality: Policymaker, provider, and community insights.
Article in Implementation research and practice. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis 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
5 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Updates on digital mental health interventions for children and young people: systematic overview of reviews.European child & adolescent psychiatry · 2025Pooled it
- Child and adolescent psychiatry: challenges, solutions, opportunities, and future directions.World psychiatry : official journal of the World Psychiatric Association (WPA) · 2026Article
- Designing and Evaluating Digital Mental Health Interventions: Scoping Review.JMIR mental health · 2026Article
- Evaluating the use of the consolidated framework for implementation research in primary care settings: a systematic review.Implementation science communications · 2026Review
- Measuring Outcomes for Community Partner Engagement: The Case of the High-Fidelity Wraparound Program for Pediatric Type 1 Diabetes.Diabetes spectrum : a publication of the American Diabetes Association · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Background: With adolescent depression and suicidality increasing, technology-based interventions may help address mental health needs. The Enhancing Treatment and Utilization for Depression and Emergent Suicidality (ETUDES) Center supports development of technology interventions to help primary care providers target these problems. To successfully develop and integrate such interventions into primary care, iterative engagement of stakeholders is necessary. This paper outlines our stakeholder engagement process, a qualitative analysis of feedback and outcomes, and how feedback was incorporated to develop Center interventions. Methods: Stakeholder panels represented key end-users of ETUDES Center interventions (adolescents, young adults, parents, and healthcare providers) and their advocates at the organizational/policy level. Meetings were held throughout intervention development and at annual retreats. Detailed meeting notes were collected and summarized by the stakeholder engagement team in real time, after which action items were generated and reviewed by the full research team. Using a content analysis approach, all stakeholder feedback summaries were coded using a prespecified codebook organized by recurring topics. Codes were organized under the Consolidated Framework for Implementation Research (CFIR). Anonymous stakeholder feedback surveys assessed relevance of topics, meeting effectiveness, and stakeholder involvement. Results: Stakeholder meetings provided feedback on topics such as representation, language, access to care, and stigma. Relevant feedback and recommendations were incorporated into subsequent iterations of the interventions and their implementation. Mean stakeholder ratings of meeting proceedings on a 0-3 Likert scale ranged from 1.70 ( Conclusions: The iterative engagement approach yielded practical feedback from stakeholders about ETUDES Center interventions. The team organized feedback to identify barriers and facilitators to using Center interventions and to generate action items, which were transposed onto components of an implementation strategy, supplemented by the CFIR-ERIC Implementation Strategy Matching Tool. Stakeholder feedback will direct the future development of an integrated intervention and guide further stakeholder engagement in developing technologies for adolescent mental health.
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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.