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A Weighted Voting Approach for Traditional Chinese Medicine Formula Classification Using Large Language Models: Algorithm Development and Validation Study

A Weighted Voting Approach for Traditional Chinese Medicine Formula Classification Using Large Language Models: Algorithm Development and Validation Study

TCM formula “Yiweitang or Yiwei decoction (YWD)” consists of Chinese herbs: Bei Sha Shen, Mai Dong, Bing Tang, Di Huang, and Yu Zhu. The indications for treatment are stomach yin injury syndrome. Symptoms include a burning and dull pain in the stomach, lack of appetite despite hunger, dry mouth and throat, dry and hard stool, dry retching, and hiccups. The existing classification of YWD is antidryness formula.

Zhe Wang, Keqian Li, Suyuan Peng, Lihong Liu, Xiaolin Yang, Keyu Yao, Heinrich Herre, Yan Zhu

JMIR Med Inform 2025;13:e69286

Factors Influencing the Maintenance of Public Health Behaviors After an Epidemic: Cross-Sectional Study

Factors Influencing the Maintenance of Public Health Behaviors After an Epidemic: Cross-Sectional Study

Referring to the study by Li and Wang [26], environmental cues were assessed using 4 items with “yes” or “no” responses, scored as 1 for “no” and 2 for “yes.” A higher score indicated a stronger public perception of external environmental cues. Based on Saghafi-Asl et al’s study [27], social cues were evaluated using 5 items rated on a 5-point scale from 1 (strongly disagree) to 5 (strongly agree). A higher score suggested that the public received more social cues about maintenance of health behaviors.

Xingmin Wang, Hongli Yan, Lushaobo Shi, Ting Li, Yi Xia, Dong Wang

JMIR Public Health Surveill 2025;11:e66535