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Authors
Cai, Mingjian
Liang, Sugai
Zhen, Shuai
Wei, Siwei
Sun, Tao
Liu, Junwei
Mao, Hongjing
Zhang, Junhang
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Funding
Funding for this research was provided by:
Pioneer and Leading Goose Research and Development Program of Zhejiang Province; the East–West Cooperation Program (2024C04024)
Pioneer and Leading Goose Research and Development Program of Zhejiang Province; the East–West Cooperation Program (2024C04024)
Pioneer and Leading Goose Research and Development Program of Zhejiang Province; the East–West Cooperation Program (2024C04024)
Pioneer and Leading Goose Research and Development Program of Zhejiang Province; the East–West Cooperation Program (2024C04024)
Pioneer and Leading Goose Research and Development Program of Zhejiang Province; the East–West Cooperation Program (2024C04024)
Research Program of the Zhejiang Health Information Association (2024XHSZ-Z06)
Research Program of the Zhejiang Health Information Association (2024XHSZ-Z06)
Research Program of the Zhejiang Health Information Association (2024XHSZ-Z06)
Research Program of the Zhejiang Health Information Association (2024XHSZ-Z06)
Annual “Pioneer & Leader + X” Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology (2025C01103)
Annual “Pioneer & Leader + X” Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology (2025C01103)
Annual “Pioneer & Leader + X” Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology (2025C01103)
Annual “Pioneer & Leader + X” Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology (2025C01103)
Annual “Pioneer & Leader + X” Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology (2025C01103)
Annual “Pioneer & Leader + X” Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology (2025C01103)
Annual “Pioneer & Leader + X” Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology (2025C01103)
Annual “Pioneer & Leader + X” Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology (2025C01103)
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Article History
Received: 22 July 2025
Accepted: 1 February 2026
First Online: 9 February 2026
Competing interests
: "Hang Hao Meng" is a non-profit research collaboration between the Mental Health Center affiliated with Zhejiang University School of Medicine and Alipay Healthcare. The authors declare that no user health data is used for in commercial financial products or services. Dr. Mao contributed to clinical logic design but was recused from validation activities to support independent assessment. Shuai Zhen, Tao Sun, and Junwei Liu are employees of Ant Group and serve as computing engineers. Their roles were confined to the development of the AI agent and system architecture as specified in the Author Contributions, and they were not involved in the broader study design conception, clinical outcome selection, or the statistical analysis.
