Npj mental health research

Identifying psychiatric manifestations in outpatients with depression and anxiety: a large language model-based approach.

Pub Date : 2025-12-02 DOI: 10.1038/s44184-025-00175-1 Shihao Xu, Yiming Yan, Yanli Ding, Feng Li, Shu Zhang, Haoyun Tang, Chao Luo, Yan Li, Hao Liu, Yu Mei, Wenjie Gu, Hong Qiu, Yong Wang, Jianyin Qiu, Tao Yang, Zike Wang, Qing Zhang, Haiyang Geng, Yunyun Han, Jun Shao, Nils Opel, Lidong Bing, Min Zhao, Yifeng Xu, Xun Jiang, Jianhua Chen

Personalizing a mental health texting intervention using reinforcement learning.

Pub Date : 2025-12-02 DOI: 10.1038/s44184-025-00173-3 Marvyn R Arévalo Avalos, Karina Rosales, Chris Karr, Caroline A Figueroa, Tiffany Luo, Suchitra Sudarshan, Vivian Yip, Adrian Aguilera

FDA-authorized software as a medical device in mental health: a perspective on evidence, device lineage, and regulatory challenges.

Pub Date : 2025-11-26 DOI: 10.1038/s44184-025-00174-2 Julian Herpertz, Ariel D Stern, Nils Opel, Ulrich Reininghaus, John Torous