Anesthesia and analgesiaJournal Article

14 Jan 2025

Classification of Surgical Patients Needing Preoperative Cardiac Evaluations: A Comparison of General-Purpose and Domain-Specific Large Language Models.

No abstract available

COI Statement

Conflicts of Interest, Funding: Please see DISCLOSURES at the end of this article.

References:

  • Yang X, Chen A, PourNejatian N, et al. A large language model for electronic health records. NPJ Digit Med. 2022;5:194.
  • Devlin J, Chang M-W, Lee K, Toutanova K. BERT: pre-training of deep bidirectional transformers for language understanding. arXiv [csCL] 2018. Accessed August 1, 2024. http://arxiv.org/abs/1810.04805.
  • Gu Y, Tinn R, Cheng H, et al. Domain-specific language model pretraining for biomedical natural language processing. ACM Trans Comput Healthcare. 2021;3:1–23.
  • Fleisher LA, Fleischmann KE, Auerbach AD, et al.; American College of Cardiology. American College of Cardiology, American Heart Association. 2014 ACC/AHA guideline on perioperative cardiovascular evaluation and management of patients undergoing noncardiac surgery: a report of the American College of Cardiology/American Heart Association Task Force on practice guidelines. J Am Coll Cardiol. 2014;64:e77–137.
  • Liu Y, Ott M, Goyal N, et al. RoBERTa: a robustly optimized BERT pretraining approach. arXiv [csCL]. Accessed August 1, 2024. http://arxiv.org/abs/1907.11692.

Article info

Journal issue:

  • Volume: not provided
  • Issue: not provided

Doi:

10.1213/ANE.0000000000007408

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