3 papers
cs.CL2025
Performance of Large Language Models in Answering Critical Care Medicine Questions
Mahmoud Alwakeel, Aditya Nagori, An-Kwok Ian Wong +3
Large Language Models have been tested on medical student-level questions, but their performance in specialized fields like Critical Care Medicine (CCM) is less explored. This stud…
cs.CL2025
Predicting Antibiotic Resistance Patterns Using Sentence-BERT: A Machine Learning Approach
Mahmoud Alwakeel, Michael E. Yarrington, Rebekah H. Wrenn +4
Antibiotic resistance poses a significant threat in in-patient settings with high mortality. Using MIMIC-III data, we generated Sentence-BERT embeddings from clinical notes and app…
cs.CL2025
Evaluating Large Language Models for Automated Clinical Abstraction in Pulmonary Embolism Registries: Performance Across Model Sizes, Versions, and Parameters
Mahmoud Alwakeel, Emory Buck, Jonathan G. Martin +6
Pulmonary embolism (PE) registries accelerate practice-improving research but depend on resource-intensive manual abstraction of radiology reports. We evaluated whether openly avai…