A rule-SVM-BERT hybrid identified dementia from 2.1 billion clinical notes with patient-level F1 of 0.87, roughly two weeks of GPU time, and three times the case yield of structured codes.
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Accelerating Clinical NLP at Scale with a Hybrid Framework with Reduced GPU Demands: A Case Study in Dementia Identification
A rule-SVM-BERT hybrid identified dementia from 2.1 billion clinical notes with patient-level F1 of 0.87, roughly two weeks of GPU time, and three times the case yield of structured codes.