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A Data-Driven Approach to Assessing Hepatitis B Mother-to-Child Transmission Risk Prediction Model: Machine Learning Perspective

A Data-Driven Approach to Assessing Hepatitis B Mother-to-Child Transmission Risk Prediction Model: Machine Learning Perspective

This study was conducted at a single center in Thai Nguyen, Vietnam. It is valuable to explore how variations in HBV circulation rates, genotypes, and health care practices across different regions of the country might influence both the detection and relevance of the study. Thai Nguyen, where the research took place, serves as the economic, political, and social hub of the northeastern region, the Central Highlands, and the northern mountainous areas of Vietnam.

Dung Nguyen Tien, Huong Thi Thu Bui, Tram Hoang Thi Ngoc, Thuy Thi Pham, Dac Trung Nguyen, Huyen Nguyen Thi Thu, Thi Thu Hang Vu, Thi Lan Anh Luong, Lan Thu Hoang, Ho Cam Tu, Nina Körber, Tanja Bauer, Lam Khanh Ho

JMIR Form Res 2025;9:e69838

Effects of the National Institutes of Health Stroke Scale and Modified Rankin Scale on Predictive Models of 30-Day Nonelective Readmission and Mortality After Ischemic Stroke: Cohort Study

Effects of the National Institutes of Health Stroke Scale and Modified Rankin Scale on Predictive Models of 30-Day Nonelective Readmission and Mortality After Ischemic Stroke: Cohort Study

See text and van Swieten et al [24] for details. h NIHSS: National Institutes of Health Stroke Scale. i NIHSS score range is 0-42 (0-5 typically indicates minor stroke; higher scores indicate more severe stroke). See text and Brott et al [25] for details. j Assignment is based on patient’s last care directive before discharge. k LACE: Length of Stay, Acuity, Charlson Comorbidities, Emergency Department Use. l LACE score range is 0 to 19, with higher scores indicating increased risk of the composite outcome.

Mai N Nguyen-Huynh, Janet Alexander, Zheng Zhu, Melissa Meighan, Gabriel Escobar

JMIR Med Inform 2025;13:e69102