Evidence map›Paper›PMID 42149952›Full record

ArticleJMIR human factors2026

Using Digital Mental Health and Measurement-Based Care With Youth Experiencing Suicidal Thoughts and Behaviors: Qualitative Study of Clinician Barriers and Facilitators.

Lia Norman, Katherine Bright, Karina Pintson, Julia Hews-Girard, Adrijana D'Silva, Courtney Habina, Diana F Pricop, Geneca Henry, Sarah Daniel, Lauren Volcko and 12 more

Abstract read
In one paragraph

Article in JMIR human factors, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

22 authors.

Lia NormanDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0003-3056-4720
Katherine BrightMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID 0000-0002-6607-7655
Karina PintsonMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID 0009-0006-6080-5291
Julia Hews-GirardMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID 0000-0002-4949-1459
Adrijana D'SilvaDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0000-0003-1976-7685
Courtney HabinaDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0004-2740-2349
Diana F PricopDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0000-0001-9442-9809
Geneca HenryDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0007-6472-113X
Sarah DanielMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID 0009-0009-1210-3596
Lauren VolckoMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID 0009-0009-5232-6516
Katelyn GreerDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0005-0760-9788
Jason GondziolaDepartment of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0001-2661-7434
Leanne StampDepartment of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0007-9105-7190
Melanie FersovitchDepartment of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0006-9581-653X
Karen MoskovicDepartment of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0004-5269-1517
Jessica BradleyDepartment of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0009-0005-2795-3818
Haley M LaMonicaBrain and Mind Centre, The University of Sydney, Camperdown, Australia.ORCID 0000-0002-6563-5467
Ian HickieBrain and Mind Centre, The University of Sydney, Camperdown, Australia.ORCID 0000-0001-8832-9895
Frank IorfinoBrain and Mind Centre, The University of Sydney, Camperdown, Australia.ORCID 0000-0003-1109-0972
David JohnsonDepartment of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0000-0001-8453-7849
Paul ArnoldDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID 0000-0003-2496-4624
Gina DimitropoulosMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID 0000-0001-8871-7812

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Youth suicide is a public health crisis. In addition to suicide mortality, many youth experience and live with suicidal thoughts and behaviors (STBs). STBs have serious consequences for youth mental health and are associated with suicide. Despite recognition of the incidence and severity of STBs, barriers to accessing support are prevalent. Digital mental health (DMH) and digitally delivered measurement-based care (MBC) may improve access to treatment among youth and enhance clinical response to suicide risk and crises. Objective: This study aimed to explore clinician perceptions of the barriers and facilitators to using DMH and MBC with youth experiencing STBs. Methods: As part of a larger implementation science project, a DMH and MBC platform was implemented in youth-serving mental health service settings in communities across Alberta, Canada. The platform included a multidimensional assessment package and embedded an automated suicide escalation protocol that notified clinicians when youth reported STBs. In participating service settings, 32 interviews were conducted with clinicians using DMH and MBC. We used the Consolidated Framework for Implementation Research and theoretical thematic analysis to identify barriers, facilitators, and relevant themes. Results: Four overarching themes were identified that described barriers and facilitators to using DMH and MBC with youth experiencing STBs: (1) service setting and professional practice barriers, (2) DMH platform barriers, (3) service setting and professional practice facilitators, and (4) DMH platform facilitators. Clinicians' recommendations were presented in alignment with the identified barrier themes. Conclusions: Given the association between STBs and suicide, attending to STBs is a critical component of suicide prevention. Our findings suggest that the assessment of STBs using DMH may address the youth suicide crisis by facilitating disclosure and rapid clinical action. Moreover, multidimensional assessment may reveal important information about STBs and risk factors, with advantages for personalized care and system-level improvement. Clinicians delivering DMH and MBC must be supported by applying their recommendations and continuously strategizing to mitigate barriers and leverage facilitators for sustained implementation.

Indexed as

Attitude of Health PersonnelMental Health ServicesSuicidal IdeationAdolescentDigital HealthFemaleHumansMaleQualitative ResearchSuicide PreventionYoung Adultdigital healthdigital mental healthearly interventionimplementation sciencemeasurement-based caremental healthmental health carequalitative researchsuicidal thoughts and behaviorssuicideyoung adultsyouth

Identifiers

PMID42149952
PMCPMC13182878

What Socratic 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 Socratic graph.