SynthesisJournal of medical Internet research2023
Effects of Mobile Mindfulness Meditation on the Mental Health of University Students: Systematic Review and Meta-analysis.
Synthesis in Journal of medical Internet research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers, 6 of them syntheses that pooled 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.
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.
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Who cites it
28 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Impact of meditation-only interventions on university students' resilience: A pairwise and network meta-analysis of randomised actively and passively controlled trials.Applied psychology. Health and well-being · 2026Pooled it
- Mental health in university students: an umbrella review grading the evidence for psychosocial interventions.BMJ mental health · 2026Pooled it
- Pooled it
- A systematic review and Bayesian network meta-analysis on the efficacy and potential of mobile interventions for stress management.Nature human behaviour · 2025Pooled it
- Could the use of web-based applications assist in neuropsychiatric treatment? An umbrella review.BMC psychology · 2025Pooled it
- The efficacy of mindfulness-based interventions on mental health among university students: a systematic review and meta-analysis.Frontiers in public health · 2023Pooled it
- Web-Based Formal Versus Informal Mindfulness Programs for University Students With and Those Without Recent Self-Injury: Randomized Controlled Trial.Journal of medical Internet research · 2025Trial
- Effects of mindfulness breathing meditation on stress and cognitive functions: a heart rate variability and eye-tracking study.Scientific reports · 2025Trial
- Brief Digital Interventions for Psychological Distress: An AI-Enhanced Response-Adaptive Randomized Clinical Trial.JAMA network open · 2025Trial
- Impacts of the Mindfulness Meditation Mobile App Calm on Undergraduate Students' Sleep and Emotional State: Pilot Randomized Controlled Trial.JMIR formative research · 2025Trial
- A Web-Based Intervention Using "Five Ways to Wellbeing" to Promote Well-Being and Mental Health: Randomized Controlled Trial.JMIR mental health · 2024Trial
- Resilience and Stress Among Health Care Workers Participating in the StressPal Frontline Program: Quasi-Experimental Pretest-Posttest Study.JMIR formative research · 2026Article
- Mindfulness-Based Interventions for Psychological Stress in Medical Students: A Systematic Review.Healthcare (Basel, Switzerland) · 2026Review
- Digital and In-Person Mindfulness-Based Interventions for University Students' Mental Health: A Systematic Review of Randomized Controlled Trials.Healthcare (Basel, Switzerland) · 2026Review
- Preliminary Evidence for Changes in Functional Connectivity Associated with Emotional Awareness after Mobile-Based Mindfulness Meditation.Yonsei medical journal · 2026Article
- An Integrated Multilevel Mental Health Support System for University Students: 4-Year Longitudinal Observational Study.JMIR formative research · 2026Observational
- Global Trends in Tai Chi Research: A Bibliometric Analysis.Sports (Basel, Switzerland) · 2026Review
- Mindfulness exercise and mental health among university students: the sequential mediating roles of sleep regularity and self-control.Frontiers in psychology · 2026Article
- Stakeholder preferences for multidimensional attributes in the selection of health promotion programmes in Japan: a discrete choice experiment.BMJ public health · 2026Article
- Healthcare effects and evidence robustness of reimbursable digital health applications in Germany: a systematic review.NPJ digital medicine · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMobile mindfulness meditation (MMM) is a mindfulness meditation intervention implemented using mobile devices such as smartphones and apps. MMM has been used to help manage the mental health of university students.
objectiveThis study aims to evaluate the effectiveness of MMM on the mental health of university students in the areas of stress, anxiety, depression, mindfulness, well-being, and resilience.
methodsWe conducted a systematic review and meta-analysis of the effectiveness of MMM on the mental health of university students. This study followed the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. An electronic literature search was performed on PubMed, Web of Science, EBSCO, Cochrane Library, and Embase databases, from inception to July 16, 2021. This study was conducted to identify studies that reported the effects of MMM on the primary outcomes including stress, anxiety, and depression, and on the secondary outcomes including mindfulness, well-being, and resilience. Two reviewers retrieved articles, evaluated quality, and extracted data independently. The methodological quality of the selected studies was determined using the Cochrane criteria for risk-of-bias assessment. Standardized mean differences (SMDs) for continuous outcomes and risk ratios for dichotomous outcomes were calculated. Sensitivity analyses and subgroup analyses were performed for results with high heterogeneity. The RevMan version 5.3 was used to perform meta-analysis.
resultsA total of 10 studies, including 958 university students, were selected for this meta-analysis. Results of the primary outcome showed that the MMM groups were more effective than the control groups in decreasing stress (SMD -0.41, 95% CI -0.59 to -0.23; P<.001) and alleviating anxiety (SMD -0.29, 95% CI -0.50 to -0.09; P=.004). However, there was no difference between the MMM groups and the control groups in depression (SMD -0.14, 95% CI -0.30 to 0.03; P=.11). The use of either waitlist control or traditional face-to-face intervention in the control group was identified as the source of heterogeneity. Specifically, the waitlist control subgroup (SMD -0.33, 95% CI -0.53 to -0.13; P=.002) was superior when compared with the face-to-face subgroup (SMD 0.29, 95% CI -0.01 to 0.59; P=.06). Results of the secondary outcome showed that the MMM groups were more effective than the control groups in enhancing well-being (SMD 0.30, 95% CI 0.11-0.50; P=.003) and improving mindfulness (SMD 2.66, 95% CI 0.77-4.55; P=.006). Whether commercial sponsorship was obtained was considered as the source of heterogeneity. The "without company support" group (SMD 17.60, 95% CI 11.32-23.87; P<.001) was superior to the "with company support" group (SMD 1.17, 95% CI -0.82 to 3.15; P=.25) in raising the level of mindfulness. However, there was no difference between the MMM and control groups in resilience (SMD -0.06, 95% CI -0.26 to 0.15; P=.59). The evidence level of the results from the 10 studies was determined to be moderate to low.
conclusionsMMM was an effective method to reduce stress and anxiety, and to increase the well-being and mindfulness of university students. However, further studies are needed to confirm our findings.
trial registrationPROSPERO International Prospective Register of Systematic Reviews CRD42022303585; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=303585.
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