3 papers
cs.AI2026
Resource-Conscious Modeling for Next- Day Discharge Prediction Using Clinical Notes
Ha Na Cho, Sairam Sutari, Alexander Lopez +2
Timely discharge prediction is essential for optimizing bed turnover and resource allocation in elective spine surgery units. This study evaluates the feasibility of lightweight, f…
cs.CL2026
Building Safe and Deployable Clinical Natural Language Processing under Temporal Leakage Constraints
Ha Na Cho, Sairam Sutari, Alexander Lopez +2
Clinical natural language processing (NLP) models have shown promise for supporting hospital discharge planning by leveraging narrative clinical documentation. However, note-based…
cs.LG2026
What Drives Length of Stay After Elective Spine Surgery? Insights from a Decade of Predictive Modeling
Ha Na Cho, Seungmin Jeong, Yawen Guo +3
Objective: Predicting length of stay after elective spine surgery is essential for optimizing patient outcomes and hospital resource use. This systematic review synthesizes computa…