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<div><p>This systematic review and meta-analysis evaluates the effectiveness of AI-driven tools, particularly conversational agents (CAs), in alleviating psychological distress and improving mental health outcomes. The focus is on their impact across diverse populations, including clinic...

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Bibliographic Details
Main Author:	Arsalan Humayun (19192927) (author)
Other Authors:	Ashwini M. Madawana (22320035) (author), Akram Hassan (589507) (author), Al Mahmud (17511312) (author), Noorshaida Kamaruddin (22320038) (author), Syed Husni Noor (22320041) (author), Syed Hatim Noor (22320044) (author), Mohamad Arif Awang Nawi (19192933) (author)
Published:	2025
Subjects:	Biotechnology Science Policy “ anxiety .” using multimodal interfaces sustained intervention research particularly conversational agents effect sizes synthesized case reports focusing alleviating psychological distress reported diminished effects multimodal cas compared mental health status higher effectiveness observed div >< p analysis </ p mental health p </ cas ), based cas effects meta twenty studies term efficacy term benefits systematic reviews systematic review secondary sources qualitative synthesis provide scalable predictive tool older adults mobile platforms methodological heterogeneity methodological consistency july 2024 january 2000 including clinical google scholar future studies forest plots english publications engaging support driven tools comprehensive search cohort studies cohen ’ artificial intelligence analysis evaluates analysis demonstrated algorithmic bias 001 ),
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