Author

Y. Jiang

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Review Open access Sep 2026

Leveraging Large Language Models for Colorectal Cancer Symptom Extraction from MIMIC-IV Clinical Notes

Zero-shot LLMs substantially outperform rule-based and NER approaches for CRC symptom extraction; post-hoc negation correction should not be applied to LLM outputs without syntactic scope validation.

Y. Lee, I. Dinov, X. Hu et al. · medRxiv · 0 citations

Review Open access Sep 2026

Large Language Model-derived Symptom Clusters and Patient Outcomes in Colorectal Cancer from MIMIC-IV Clinical Notes

LLM-extracted symptom data recover clinically coherent, reproducible SCs from unstructured discharge notes that carry independent prognostic value for mortality and readmission, supporting the clinical validity of automated, EHR-derived symptom profiling in CRC.

Y. Lee, I. Dinov, X. Hu et al. · medRxiv · 0 citations