clinical-narratives

The paper introduces NSPIN, a neurosymbolic framework that uses a pretrained LLM to extract structured event sequences from clinical narratives and induces probabilistic planning domain models for surgical procedures. Evaluated on laparoscopic appendectomy notes, it shows generalization and alignment with surgical practice.