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Author

Cai Zhang

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Review Open access Aug 2026

Methodological Quality and Health Equity of AI Prediction Models in Rectal Cancer

Rectal cancer care has become a sequence of high-consequence, often irreversible decisions, and artificial intelligence (AI) prediction models have now been proposed as aids at nearly every decision point. Whether a patient is spared total mesorectal excision and routed to watch-and-wait organ preservation turns on pre...

Cheng-Qian Ye, Zhao-Chun Wang, Qin Wu et al. · 0 citations
Review Open access Aug 2026

Machine Learning Classification of Prevalent Chronic Disease Using Multidimensional Social, Behavioral, and Psychological Determinants: A Cross-Sectional Analysis of the 2024 National Health Interview Survey.

BACKGROUND Chronic diseases account for approximately 90% of the $4.5 trillion annual healthcare expenditure in the United States. While traditional clinical risk factors have been extensively studied, the predictive utility of multidimensional social determinants of health (SDOH), including psychosocial factors such a...

Cai Zhang, Jie Hao, Shidi Lin · 0 citations
Open access Aug 2026

Prenatal PFAS Exposure and Early Childhood Sleep Quality in the ECHO Cohort.

The findings add to a limited evidence base on prenatal PFAS exposure and parent-reported sleep-related behaviors in early childhood and warrant confirmation in future studies that incorporate harmonized trimester-specific exposure assessment, objective sleep measures, and mixture-based analytic approaches.

Cai Zhang, T. Etzel, S. Schantz et al. · 0 citations

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