3 papers
cs.LG2026
A Neurosymbolic Approach for Constructing Planning Domain Models from Clinical Narratives
Ranveer Singh, Saurabh Mathur, Michael Skinner +3
Surgical procedures such as laparoscopic appendectomy are complex, high-stakes processes, yet formalizing their workflows for decision support remains a significant challenge. Indu…
cs.LG2026
Imitation learning for clinical decision support in pediatric ECMO
Fateme Golivand, Michael Skinner, Saurabh Mathur +5
Pediatric critical care is a dynamic, high-stakes process involving constant monitoring and adjustments in life-saving treatments. Modeling these interventions is crucial for effec…
cs.AI2020
A Preliminary Approach for Learning Relational Policies for the Management of Critically Ill Children
Michael A. Skinner, Lakshmi Raman, Neel Shah +2
The increased use of electronic health records has made possible the automated extraction of medical policies from patient records to aid in the development of clinical decision su…