Traditional Machine Learning, Deep Learning, and BERT (large Language Model) Approaches for Predicting Hospitalizations from Nurse Triage Notes: Comparative Evaluation of Resource Management

Dhavalkumar Patel,Prem Timsina,Larisa Gorenstein,Benjamin S. Glicksberg,Ganesh Raut,Satya Narayan Cheetirala, Fabio Santana, Jules Tamegue,Arash Kia,Eyal Zimlichman,Matthew A. Levin,Robert Freeman,Eyal Klang

JMIR AI（2024）

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Bio-Clinical-BERT,term frequency-inverse document frequency,TF-IDF,health informatics,patient care,hospital resource management,care,resource management,management,language model,machine learning,hospitalization,deep learning,logistic regression,retrospective analysis,training,large language model

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