Abstract

The increasing integration of smartphone applications into mental health management presents both opportunities and challenges. This systematic review and meta-analysis aim to synthesize existing research on smartphone application usage patterns for mental health disorders. By examining studies published in the past decade, this review identifies key trends, user behaviors, and the efficacy of various app features in addressing mental health needs. Our analysis encompasses a wide range of mental health conditions, including anxiety, depression, and stress, evaluating how different usage patterns correlate with treatment outcomes. We also explore demographic variables influencing app engagement and effectiveness. Findings reveal significant variability in usage patterns and their impact on mental health outcomes, highlighting the need for tailored app designs and targeted user support. This review provides valuable insights for developers, clinicians, and policymakers seeking to optimize smartphone applications for mental health management