ArticleJMIR mental health2020
Examining an App-Based Mental Health Self-Care Program, IntelliCare for College Students: Single-Arm Pilot Study.
Article in JMIR mental health, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04035577 (Expanding College Student Mental Health With Stress Management Mobile Technologies - Extended Usability Trial), which is not on this map. Cited by 20 papers, 3 of them syntheses that pooled it.
What it found
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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.
Expanding College Student Mental Health With Stress Management Mobile Technologies - Extended Usability Trial
Who cites it
20 citing papers in PubMed, 3 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
- Defining young people's mental health self-care: a systematic review and co-development approach.European child & adolescent psychiatry · 2024Pooled it
- Effectiveness of Mobile App-Based Psychological Interventions for College Students: A Systematic Review of the Literature.Frontiers in psychology · 2021Pooled it
- An App-Based Cognitive Behavioral Therapy Program Tailored for College Students: Randomized Controlled Trial.JMIR mHealth and uHealth · 2025Trial
- 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
- Adolescents' and youths' perceived barriers and facilitators to engaging with digital mental health interventions for depression and anxiety: A scoping review.Internet interventions · 2025Review
- Research on the construction of a Chinese indicator system for college students' multidimensional health.BMC public health · 2025Article
- Article
- Digital Mental Health Interventions for Young People Aged 16-25 Years: Scoping Review.Journal of medical Internet research · 2025Article
- User experiences of college students using mental health applications to improve self-care: Implications for improving engagement.Internet interventions · 2023Article
- Reach and uptake of digital mental health interventions based on cognitive-behavioral therapy for college students: A systematic review.Journal of behavioral and cognitive therapy · 2023Article
- SweetMama: Usability Assessment of a Novel Mobile Application Among Low-Income Pregnant People to Assist With Diabetes Management and Support.Diabetes spectrum : a publication of the American Diabetes Association · 2023Article
- Analysis of Mobile App-Based Mental Health Solutions for College Students: A Rapid Review.Healthcare (Basel, Switzerland) · 2023Review
- Feasibility, Acceptability, and Preliminary Outcomes of a Cognitive Behavioral Therapy-Based Mobile Mental Well-being Program (Noom Mood): Single-Arm Prospective Cohort Study.JMIR formative research · 2022Article
- Uptake and effectiveness of a self-guided mobile app platform for college student mental health.Internet interventions · 2022Article
- Effects of an Immersive Virtual Reality Exergame on University Students' Anxiety, Depression, and Perceived Stress: Pilot Feasibility and Usability Study.JMIR serious games · 2021Article
- Monitoring beliefs and physiological measures in students at risk for COVID-19 using wearable sensors and smartphone technology: Protocol for a mobile health study.JMIR research protocols · 2021Article
- What's In Your Kit? Mental Health Technology Kits for Depression Self-Management.Proceedings of the SIGCHI conference on human factors in computing systems. CHI ConferenceArticle
- Improving mental health literacy using web- or app-based interventions: A scoping review.Digital healthArticle
- Effective elements of eHealth interventions for mental health and well-being in children and adolescents: A systematic review.Digital healthReview
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
backgroundIn recent years, there has been an increase in symptoms of depression, anxiety, and other mental illnesses in college student populations alongside a steady rise in the demand for counseling services. Digital mental health programs, such as those delivered through mobile apps, can add to the array of available services but must be tested for usability and acceptability before implementation.
objectiveThis study aims to examine how students used IntelliCare for College Students over an 8-week period to examine the preliminary associations between app use and psychosocial targets and to gather user feedback about usability issues that need to be remedied before a larger implementation study.
methodsIntelliCare for College Students is an app-based platform that provides symptom assessments with personalized feedback, information about campus resources, lessons on mental health and wellness topics, and access to the suite of interactive skill-focused IntelliCare apps. A total of 20 students were recruited to participate in an 8-week study. To test for a broad range of potential users, we recruited a mixed sample of students with elevated symptoms of depression or anxiety and students without elevated symptoms. Participants completed psychosocial questionnaires at baseline, week 4, and week 8. Participants also completed user feedback interviews at weeks 4 and 8 in which they provided feedback on their experience using the app and suggestions for changes they would like to be made to the app.
resultsOf the 20 students who downloaded the app, 19 completed the study, indicating a high rate of retention. Over the study period, participants completed an average of 5.85 (SD 2.1; range 1-8) symptom assessments. Significant improvements were observed in the Anxiety Literacy Questionnaire scores (Z=-2.006; P=.045) and in the frequency with which participants used both cognitive (Z=-2.091; P=.04) and behavioral (Z=-2.249; P=.03) coping skills. In the feedback interviews, we identified a high degree of usability with minor bugs in the app software, which were quickly fixed. Furthermore, in feedback interviews, we identified that users found the app to be convenient and appreciated the ability to use the program in short bursts of time.
conclusionsThe findings indicate that the IntelliCare for College Students program was perceived as largely usable and engaging. Although the program demonstrated usability and preliminary benefits to students, further testing is needed to determine its clinical utility among college students.
trial registrationClinicalTrials.gov NCT04035577; https://clinicaltrials.gov/ct2/show/NCT04035577.
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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.