Author

Yi-Xiao Liang

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Open access Oct 2026

Long-term cumulative exposure and two-time-point patterns of the C-reactive protein–triglyceride–glucose index and cardiometabolic multimorbidity: a prospective cohort study with exploratory adiposity analyses

Cardiometabolic multimorbidity (CMM) is increasingly prevalent in ageing populations and confers substantial clinical and societal burdens. The C-reactive protein–triglyceride–glucose index (CTI) integrates inflammatory and metabolic information, but evidence linking cumulative and two-time-point CTI patterns to...

Yi-Xiao Liang, H. Ai · BMC Cardiovascular Disorders · 0 citations

#machine learning Preprint Sep 2026

PrecipJEPA: JEPA-Regularized Future-State Prediction with Motion-Source Rendering for Precipitation Nowcasting

The proposed PrecipJEPA couples a structured forecasting path with an auxiliary path that enriches its encoder from observed radar history, which improves highest-threshold CSI over the strongest baselines, while maintaining the highest mean CSI throughout the 3-hour forecast.

Yu-Feng Zhu, Dan Niu, Qi-Liang Wu et al. · 0 citations

#machine learning Preprint Sep 2026

WeatherDiagFlow: Evidence-Grounded Radar Nowcasting with Diagnostic Flow Refinement

WeatherDiagFlow connects numerical prediction, evidence-grounded reporting, and auditable verification under a leakage-controlled protocol to formulate radar nowcasting as an evidence-grounded forecast--bulletin--audit task, in which a numerical forecaster produces both future radar fields and structured diagnostic evi...

Chun-Lei Shi, Yu-Feng Zhu, Yi-Xiao Liang et al. · 0 citations