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Title: Effects of mindfulness exercise guided by a smartphone app on negative emotions and stress in non-clinical populations : a systematic review and meta-analysis
Authors: Wu, J 
Ma, Y
Zuo, Y
Zheng, K
Zhou, Z
Qin, Y
Ren, Z
Issue Date: Jan-2022
Source: Frontiers in public health, Jan. 2022, v. 9, 773296
Abstract: Background: Studies have acknowledged that mindfulness exercise guided by a smartphone app has a positive impact on mental health and physical health. However, mindfulness guided by a smartphone app on mental health is still in its infancy stage. Therefore, we conducted a meta-analysis evaluating the effect of mindfulness intervention guided by a smartphone app on negative emotions and stress in a non-clinical population with emotional symptoms.
Methods: We searched major databases, namely, Web of Science, PubMed, Scopus, China National Knowledge Infrastructure (CNKI), and Wanfang, to identify all of the relevant studies published in English or Chinese from their inception until November 9, 2021. The methodological quality of the included studies was assessed with Cochrane risk-of-bias bias assessment tool. Two researchers independently conducted document retrieval, study selection, data extraction, and methodological quality evaluation.
Result: A total of eight studies were included in the study, with 574 subjects (experimental group: 348; control group: 226). A random effects model was selected to combine effect sizes. The results of the meta-analysis showed that mindfulness exercise guided by a smartphone app reduced negative emotions [standardized mean difference (SMD) = −0.232, 95% CI: −0.398 to −0.066, p = 0.006], depressive symptoms (SMD = −0.367, 95% CI: −0.596 to −0.137, p = 0.002), and anxiety symptoms (SMD = −0.490, 95% CI: −0.908 to −0.071, p = 0.022).
Conclusions: The findings indicate the potentially beneficial effect of mindfulness exercise guided by a smartphone app on symptoms of depression and anxiety among individuals in a non-clinical population with emotional symptoms. Considering the small number and overall methodological weakness of the included studies and lack of randomized controlled trials (RCTs), the results should be interpreted with caution, and future rigorously designed RCTs are warranted to provide more reliable evidence.
Keywords: Anxiety
App
Depression
Mindfulness
Negative emotions
Smartphone
Stress
Publisher: Frontiers Research Foundation
Journal: Frontiers in public health 
ISSN: 2296-2565
DOI: 10.3389/fpubh.2021.773296
Rights: © 2022 Wu, Ma, Zuo, Zheng, Zhou, Qin and Ren. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) (https://creativecommons.org/licenses/by/4.0/). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
The following publication Wu, J., Ma, Y., Zuo, Y., Zheng, K., Zhou, Z., Qin, Y., & Ren, Z. (2022). Effects of Mindfulness Exercise Guided by a Smartphone App on Negative Emotions and Stress in Non-Clinical Populations: A Systematic Review and Meta-Analysis. Frontiers in public health, 9, 773296 is available at https://doi.org/10.3389/fpubh.2021.773296.
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