Evidence map›Paper›PMID 42727052›Full record

ArticleJMIR formative research2026

Emerging Adults' Experiences of Digital Measurement-Based Care in Routine Mental Health Care: Qualitative Study and Conceptual Synthesis.

Geneca Henry, Courtney Habina, Marianne Barker, Emily Mair, Melissa Potestio, Tom Mogan, Julia Hews-Girard, Katherine Bright, Haley M LaMonica, Ian B Hickie and 3 more

Abstract read
In one paragraph

Article in JMIR formative research, 2026. 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

13 authors.

Geneca HenryMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0009-0007-6472-113X
Courtney HabinaMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0009-0004-2740-2349
Marianne BarkerMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0001-6335-5157
Emily MairMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0009-0004-0413-7888
Melissa PotestioRecovery Alberta, Calgary, AB, Canada.ORCID http://orcid.org/0000-0002-0768-309X
Tom MoganRecovery Alberta, Calgary, AB, Canada.ORCID http://orcid.org/0009-0008-8427-8558
Julia Hews-GirardMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0002-4949-1459
Katherine BrightMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0002-6607-7655
Haley M LaMonicaBrain and Mind Centre, The University of Sydney, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0002-6563-5467
Ian B HickieBrain and Mind Centre, The University of Sydney, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0001-8832-9895
Frank IorfinoBrain and Mind Centre, The University of Sydney, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0003-1109-0972
Paul D ArnoldMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0003-2496-4624
Gina DimitropoulosMathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0001-9487-0290

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Emerging adults (aged 18-29 years) experience a high burden of mental health (MH) concerns during a developmental period marked by increasing autonomy and vulnerability to symptom onset. Many emerging adults face challenges in accessing and sustaining engagement with developmentally appropriate care. Digital measurement-based care (dMBC), which involves the routine use of patient-reported outcome measures (PROMs), has been introduced as an approach to support emerging adult engagement and improve responsiveness of care through ongoing monitoring and informed clinical decision-making. However, its integration into routine care remains variable, and there is limited understanding of how emerging adults experience and engage with dMBC in practice. Objective: This study aimed to examine how emerging adults experience dMBC within routine MH care and identify factors relevant to its use and integration in clinical practice. Methods: Using a descriptive qualitative design, semistructured interviews were conducted with 23 purposively sampled emerging adults who were either actively receiving care or had recently been discharged from 1 of 2 outpatient MH clinics in southern Alberta, Canada. dMBC was delivered through a web-based platform that enabled emerging adults to complete PROMs and view their results, which were also available to clinicians to inform care. All participants completed PROMs at baseline, with subsequent completion varying across participants and over the course of care. Interview data were analyzed using thematic analysis. Results: Four interconnected themes were identified and synthesized into a higher-level conceptual representation of emerging adults' experiences with dMBC: technology, tracking, translation, and therapeutic guidance. Technology captured participants' varied experiences with accessing and using the digital platform, including its usability and accessibility. Tracking reflected how monitoring PROM results over time supported reflection on changes in MH. Translation described how PROM data were interpreted and incorporated into therapeutic discussions, while therapeutic guidance reflected the role of clinician involvement in supporting the use of dMBC in care. Across the themes, participants described variation in the relevance and burden of measurement and in how consistently dMBC was integrated into clinical care. Conclusions: Emerging adults' experiences of dMBC were shaped by both their interactions with digital measurement and the integration of PROMs into routine MH care. The findings highlight the importance of considering dMBC within the broader therapeutic context in which measurement occurs, rather than as a stand-alone digital activity. The conceptual synthesis provides a way of organizing these experiences and can inform future research and implementation efforts focused on the use of dMBC in emerging adult MH services.

Indexed as

Mental Health ServicesPatient Reported Outcome MeasuresAdolescentAdultAlbertaDigital HealthDigital MediaFemaleHumansMaleQualitative ResearchYoung Adultdigital measurement-based careemerging adultsmental healthpatient-reported outcome measuresqualitative researchthematic analysis

Identifiers

PMID42727052
PMCPMC13568191

What OpenQuestion holds

Textmetadata
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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.