ArticleJMIR mental health2021
Postsecondary Student Engagement With a Mental Health App and Online Platform (Thought Spot): Qualitative Study of User Experience.
Article in JMIR mental health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03412461 (Bridging the Gap - Tools for Finding Health, Mental Health and Wellness Resources for University and College Students), which is not on this map. Cited by 20 papers, 2 of them syntheses that pooled it.
What it found
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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.
Bridging the Gap - Tools for Finding Health, Mental Health and Wellness Resources for University and College Students
Who cites it
20 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Personalization variables in digital mental health interventions for depression and anxiety in adolescents and youth: a scoping review.Frontiers in digital health · 2025Pooled it
- Pooled it
- Investigating the Efficacy of the Web-Based Common Elements Toolbox (COMET) Single-Session Interventions in Improving UK University Student Well-Being: Randomized Controlled Trial.Journal of medical Internet research · 2025Trial
- A "growth mindset of mental health" intervention increases the likelihood of initiating self-help on a mental health app: a randomized controlled trial.NPJ digital medicine · 2026Article
- Understanding University Students' Experiences of Engaging With AI and Apps for Their Mental Health and Well-Being: Qualitative Study.Journal of medical Internet research · 2026Article
- Effectiveness and Experiences of Online Mental Health Peer Support for Young People: Systematic Scoping Review.JMIR mental health · 2026Review
- Adolescents' and youths' perceived barriers and facilitators to engaging with digital mental health interventions for depression and anxiety: A scoping review.Internet interventions · 2025Review
- Designing smartphone-based cognitive assessments for schizophrenia: Perspectives from a multisite study.Schizophrenia research. Cognition · 2025Article
- The analysis of marketing performance in E-commerce live broadcast platform based on big data and deep learning.Scientific reports · 2025Article
- Evaluating Perceptions of the CANreduce 2.0 eHealth Intervention for Cannabis Use: Focus Group Study.Journal of medical Internet research · 2025Article
- Psychological consultation apps in Saudi Arabia: A study for experts' evaluation and users' points of view.PloS one · 2025Article
- Early Attrition Prediction for Web-Based Interpretation Bias Modification to Reduce Anxious Thinking: A Machine Learning Study.JMIR mental health · 2024Article
- Patient Satisfaction With a Coach-Guided, Technology-Based Mental Health Treatment: Qualitative Interview Study and Theme Analysis.JMIR mental health · 2024Article
- Using Web-Based Content to Connect Young People With Real-life Mental Health Support: Qualitative Interview Study.JMIR formative research · 2023Article
- Participatory Design of a Mobile App to Safeguard Mental Resilience in the Context of Drug Use in Young Adults: Multi-Method Study.JMIR formative research · 2022Article
- Developing a Web-Based App to Assess Mental Health Difficulties in Secondary School Pupils: Qualitative User-Centered Design Study.JMIR formative research · 2022Article
- Exploring the associations between behavioral health risk factors, abnormal eating attitudes and socio-demographic factors among Chinese youth: Survey of 7,984 vocational high school students in Hunan in 2020.Frontiers in psychiatry · 2022Article
- Expectations of a Health-Related Mobile Self-Management App Intervention Among Individuals With Spinal Cord Injury.Topics in spinal cord injury rehabilitation · 2022Article
- Article
- User Engagement and Usability of Suicide Prevention Apps: Systematic Search in App Stores and Content Analysis.JMIR formative research · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThere is growing interest in using mobile apps and online tools to support postsecondary student mental health, but most of these solutions have suboptimal user engagement in real-world settings. Poor engagement can limit long-term effectiveness and usefulness of these tools. Previous literature has proposed several theories that link factors such as low usability and poor user-centered design to app disengagement. However, few studies provide direct evidence showing what factors contribute to suboptimal user engagement in the context of mobile mental health apps for postsecondary students.
objectiveThis study focuses on understanding postsecondary students' attitudes and behaviors when using Thought Spot, a co-designed mental health app and online platform, to understand factors related to engagement and user experience.
methodsStudents who were given access to Thought Spot for 6 months during a randomized trial of the intervention were invited to participate in one-on-one semistructured interviews. The interviews explored participants' overall experiences and perceptions of the app, along with factors that affected their usage of various features. All interviews were recorded, and template analysis was used to analyze transcripts.
resultsUser satisfaction was mixed among users of Thought Spot. The degree of engagement with the app appeared to be affected by factors that can be grouped into 5 themes: (1) Students valued detailed, inclusive, and relevant content; (2) Technical glitches and a lack of integration with other apps affected the overall user experience and satisfaction with the app; (3) Using the app to support peers or family can increase engagement; (4) Crowdsourced information from peers about mental health resources drove user engagement, but was difficult to obtain; and (5) Users often turned to the app when they had an immediate need for mental health information, rather than using it to track mental health information over time.
conclusionsContent, user experience, user-centeredness, and peer support are important determinants of user engagement with mobile mental health apps among postsecondary students. In this study, participants disengaged when the app did not meet their expectations on these determinants. Future studies on user engagement should further explore the effectiveness of different features and the relative importance of various criteria for high-quality apps. Further focus on these issues may inform the creation of interventions that increase student engagement and align with their mental health needs.
trial registrationClinicalTrials.gov NCT03412461; https://clinicaltrials.gov/ct2/show/NCT03412461. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.2196/resprot.6446.
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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.