4 papers
RASC+: Retrieval-Constrained LLM Adjudication for Clinical Value Set Authoring
Sumit Mukherjee
Clinical value sets define the standardized terminology codes used in quality measurement, phenotyping, cohort construction, and clinical decision support. The recently introduced…
Geometric Comparisons of Electoral Rules Under Feedback
Sumit Mukherjee
We study how electoral rules shape polarization dynamics when voters and candidates both adapt to repeated election outcomes. We introduce two geometric primitives for comparing ru…
Retrieve, Then Classify: Corpus-Grounded Automation of Clinical Value Set Authoring
Sumit Mukherjee, Juan Shu, Nairwita Mazumder +4
Clinical value set authoring -- the task of identifying all codes in a standardized vocabulary that define a clinical concept -- is a recurring bottleneck in clinical quality measu…
Electoral Systems Simulator: An Open Framework for Comparing Electoral Mechanisms Across Voter Distribution Scenarios
Sumit Mukherjee
Here we present \texttt{electoral\_sim}, an open-source Python framework for simulating and comparing electoral systems across diverse voter preference distributions. The framework…