Pediatric Emergency Care
Diagnostic Accuracy Study
Open-Source Models Accurately Identify Pediatric Pneumonia in Radiology Reports
Large language models achieve F1 scores up to 0.97, surpassing traditional machine learning in classifying free-text chest X-ray reports.
Annals of Neurology
Diagnostic Accuracy Study
Algorithm Predicts Parkinsonism Pathology From Clinical Symptoms
A machine learning tool trained on brain bank data uses 23 clinical parameters to accurately predict post-mortem pathology in parkinsonism.