Author

Ya-Nan Ma

2 papers indexed here

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Preprint Sep 2026

From Image Interpretation to Clinical Reasoning: Upstream Physician-Context-Aware Multimodal Learning with Causal Reinforcement Learning

Major adverse cardiovascular events (MACE) remain the leading cause of mortality worldwide. Opportunistic screening using routinely acquired clinical data offers a scalable approach for identifying high-risk individuals before acute events occur. Although chest X-rays (CXRs) capture latent cardiovascular biomarkers and...

Jia-Lu Pi, Ya-Nan Ma, Wei-Jie Chen et al. · 0 citations

#machine learning Preprint Sep 2026

HealthLoopQA: A Context-Aware Question Answering Benchmark for Interpreting Wearable Monitoring Data in Diabetes Care

As medical wearables become integrated into daily chronic disease care, effectively interpreting longitudinal monitoring data is essential for patients and clinicians to understand health trends, detect safety-critical events, and make informed decisions. While large language models (LLMs) show promise for transforming...

Yu-Chen Niu, Ya-Nan Ma, Srinivasan Nandakumar et al. · 0 citations