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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Jian-Hui Zhou

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2 papers indexed here

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Oct 2026

An Explainable Machine Learning Model Integrating Clinical Parameters for Identifying Left Atrial Appendage Thrombus in Non-valvular Atrial Fibrillation.

OBJECTIVE This study aimed to develop a predictive model for left atrial appendage thrombus (LAAT) in patients with non-valvular atrial fibrillation by integrating clinical and echocardiographic features using machine learning algorithms. The SHapley Additive exPlanations (SHAP) framework was applied to interpret the m...

Jian-Hui Zhou, Lin Zeng, Lin Chen et al. · 0 citations
Open access Aug 2026

Predicting in-hospital mortality after cardiac surgery using machine learning: temporal validation in the MIMIC-IV database

Background Machine learning (ML) models have been increasingly applied to surgical risk prediction; however, their comparative performance and temporal generalizability remain inadequately evaluated. Methods A retrospective cohort study of 9,956 adult patients undergoing coronary artery bypass grafting and/or valve sur...

Jian-Hui Zhou, Cheng-Xin Zhang · 0 citations

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