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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

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Hui-Hui Liu

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Open access Sep 2026

Predictive association between control measures and chikungunya fever incidence based on random forest and SHAP analysis

Background Using the 2025 Chikungunya fever (CHIK) outbreak in Chancheng District, Foshan City, this study applied a random forest (RF) regression model combined with SHapley Additive exPlanations (SHAP) to explore predictive associations, nonlinear relationships and potential thresholds between environmental–social fa...

Feng-Ling Chen, Jin-Sen He, Hui-Hui Liu et al. · 0 citations
Review Open access Aug 2026

Algorithmic Determinants of Performance Heterogeneity in Whole-Genome Sequencing-Based Prediction of Drug Resistance in Mycobacterium tuberculosis: A Systematic Review and Meta-Analysis

WGS-based bioinformatic tools provide highly specific and generally sensitive predictions of Mycobacterium tuberculosis resistance for first-line drugs across diverse clinical settings and should use prospective head-to-head evaluations on shared, geographically diverse isolate collections, alongside continued improvem...

Baozhen Peng, Yang Zhou, Xiang-Chen Li et al. · 0 citations

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