Munmun De Choudhury

CliniCIRCA is the first to temporally classify clinical events across unstructured discharge summaries without event-level timestamps and instruction tuning generally improves five open-weight models on event extraction, temporal tagging, and summarization across silver and clinician-verified evaluations.

Data narratives often fail not just due to errors, but through a complex interplay of meaning-making processes that can mislead audiences.