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Developing an Evaluation Index System for Service Capability of Internet Hospitals in China: Mixed Methods Study

Developing an Evaluation Index System for Service Capability of Internet Hospitals in China: Mixed Methods Study

Li and Guo [12] constructed a set of online medical service quality indicators for public hospitals in China from the perspective of online and offline integration. The primary indicators and their weights are outcome quality (0.34), process quality (0.26), structure quality (0.22), and integration quality (0.18). Despite the rapid expansion of internet hospitals, existing evaluation frameworks primarily assess service quality and patient satisfaction.

Mingge Xia, Qi Liu, Li Ma, Jingyu Wen, Yan Xue, Hao Hu, Min Li, Hong Wei

J Med Internet Res 2025;27:e72931

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

Federated Learning-Based Model for Predicting Mortality: Systematic Review and Meta-Analysis

Federated Learning-Based Model for Predicting Mortality: Systematic Review and Meta-Analysis

Li et al [22] incorporated 10 simulated sites from a tertiary hospital in Singapore by implementing a scoring-based system (the Fed Score model) to facilitate cross-institutional collaborations to predict mortality within 30 days after ED visits. Similarly, FL models outperformed CML in predicting the mortality of hospitalized patients with COVID-19 and pulmonary thromboendarterectomy using a real-world dataset [26,27].

Nurfaidah Tahir, Chau-Ren Jung, Shin-Da Lee, Nur Azizah, Wen-Chao Ho, Tsai-Chung Li

J Med Internet Res 2025;27:e65708