Author

Zong-Jiu Zhang

3 papers indexed here

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#federated learning Review Open access Oct 2026

Artificial intelligence in central nervous system autoimmune diseases: from clinical decision support to mechanistic discovery and translation.

Central nervous system (CNS) autoimmune diseases, including multiple sclerosis (MS), neuromyelitis optica spectrum disorder (NMOSD), autoimmune encephalitis (AE), and myelin oligodendrocyte glycoprotein antibody-associated disease (MOGAD), remain difficult to diagnose, stratify, and treat because clinical phenotypes ov...

Zi-Jian Cao, Pei Zheng, Zhi-Hui Qi et al. · EMBO Molecular Medicine · 0 citations

Review Open access Aug 2026

Interpretable machine learning enables early identification of financial risk and resource optimization in colorectal cancer surgery

An interpretable machine learning framework can provide individualized estimation of DRG-related financial risk in CRC surgery and its integration into a point-of-care decision-support tool may support perioperative risk review, resource planning, and complex-case management under DRG-based reimbursement.

Biao Fan, Zi-Hao Bian, Jing Wang et al. · Frontiers in Public Health · 0 citations

#artificial intelligence Preprint Sep 2026

Prediction Is Not Detection: Evaluating Pre-Recognition Claims in Longitudinal Clinical AI

An interval-censored pre-recognition transition, an independent as-of reference standard, and a prespecified recognition proxy are defined to make the claim testable.

Jing Yang, Long R. Jiao, Xiu-Jun Cai et al. · 0 citations