Evidence map›Paper›PMID 41955480›Full record

ArticleJMIR human factors2026

Evaluation of Wellby, a Cocreated Mobile App and Wearable to Support Stress Management and Overall Well-Being: Mixed Methods Acceptability and Usability Study.

Justin Laiti, Sina Javadpour, Jenna Mullen, Claire Conway, Elaine Byrne, Pádraic Dunne

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. 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

6 authors.

Justin LaitiCentre for Positive Health Sciences, Royal College of Surgeons in Ireland, 123 St Stephen's Green, Dublin, D02 YN77, Ireland, 353 1 402 2100.ORCID 0000-0001-6220-3725
Sina JavadpourTissue Engineering Research Group, Royal College of Surgeons in Ireland, Dublin, Ireland.ORCID 0000-0003-1770-8630
Jenna MullenSchool of Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.ORCID 0009-0008-9324-7729
Claire ConwayTissue Engineering Research Group, Royal College of Surgeons in Ireland, Dublin, Ireland.ORCID 0000-0003-4236-2280
Elaine ByrneCentre for Positive Health Sciences, Royal College of Surgeons in Ireland, 123 St Stephen's Green, Dublin, D02 YN77, Ireland, 353 1 402 2100.ORCID 0000-0001-7322-277X
Pádraic DunneCentre for Positive Health Sciences, Royal College of Surgeons in Ireland, 123 St Stephen's Green, Dublin, D02 YN77, Ireland, 353 1 402 2100.ORCID 0000-0002-7666-4458

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Digital well-being support tools can offer adolescents tailored interventions embedded in their digital environments. However, there is a lack of high-quality, evidence-based digital interventions specifically designed for young people's well-being needs. Wellby is a mobile app and wearable device cocreated with Irish secondary school students to support stress management and overall well-being. Objective: This study aimed to evaluate the acceptability and usability of the Wellby system using the technology acceptance model, focusing on ease of use, perceived usefulness, and behavioral intention among Irish secondary school students. Methods: A mixed methods acceptability and usability study was conducted with Irish secondary school students (n=43) across 3 schools: 2 mainstream secondary schools and 1 Youthreach center for early school leavers. Students accessed the Wellby mobile app for 8 weeks and received the custom wearable device for the final 4 weeks (April-May 2024). Wellby included mood tracking, to-do lists, educational resources, text-based health coaching, and heart rate variability biofeedback with guided breathing exercises. Acceptability and usability were evaluated using the user version of the Mobile App Rating Scale (uMARS), structured focus groups, and app engagement analytics. Secondary measures included baseline well-being questionnaires (Perceived Stress Scale, Pittsburgh Sleep Quality Index, and EPOCH Measure of Adolescent Well-Being). Results: Among survey respondents (n=29), uMARS subscale scores were high: information quality (mean 4.2/5.0), functionality (4.1/5.0), and aesthetics (4.1/5.0). The perceived impact subscale showed the highest scores for well-being awareness (3.8/5.0) and help-seeking intention (3.9/5.0). Of survey respondents who participated in prior co-design sessions, 88% (21/24) and 83% (20/24) felt the wearable and app, respectively, aligned with their co-design feedback. App engagement more than doubled following the introduction of the wearable and revealed that the wearable tab was most accessed (643/1688, 38% of interactions), followed by the home (430/1688, 25%), resources (338/1688, 20%), and coaching (277/1688, 16%) tabs. Focus group feedback highlighted the mood tracker as the most valued feature and identified technical improvements, including better battery life, enhanced Bluetooth connectivity, and more personalization options. Conclusions: This study demonstrates that cocreated digital well-being tools can achieve high acceptability and usability with Irish secondary school students. Applying the technology acceptance model effectively captured student experience through mixed methods feedback. Students particularly valued self-tracking and personalization features over coaching or educational features. These findings highlight the importance of aligning digital technologies with adolescents' needs and preferences, such as features that encourage increased autonomy and identity formation. Future iterations of Wellby should address the technical limitations while continuing the involvement of students to adapt to their developmental needs and maintain high acceptability.

Indexed as

Mobile ApplicationsPatient Acceptance of Health CareStress, PsychologicalStudentsWearable Electronic DevicesAdolescentDigital HealthFemaleHumansIrelandMalePsychological Well-Beingacceptabilityadolescentscocreationmobile appssleepstressTAMtechnology acceptance modelwearable electronic devices

Identifiers

PMID41955480
PMCPMC13064969

What Socratic holds

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LicenceCC BY
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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 Socratic graph.