New Frontiers of Natural Language Processing in Surgery

Author:

Morris Miranda X.12,Song Ethan Y.3,Rajesh Aashish4,Kass Nicolas5,Asaad Malke6,Phillips Brett T.3

Affiliation:

1. Duke University School of Medicine, Durham, NC, USA

2. Duke Pratt School of Engineering, Durham, NC, USA

3. Division of Plastic, Maxillofacial, and Oral Surgery, Department of Surgery, Duke University, Durham, NC, USA

4. Department of Surgery, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA

5. University of Pittsburgh School of Medicine, Pittsburgh, PA, USA

6. Department of Plastic Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA

Abstract

The vast and ever-growing volume of electronic health records (EHR) have generated a wealth of information-rich data. Traditional, non-machine learning data extraction techniques are error-prone and laborious, hindering the analytical potential of these massive data sources. Equipped with natural language processing (NLP) tools, surgeons are better able to automate, and customize their review to investigate and implement surgical solutions. We identify current perioperative applications of NLP algorithms as well as research limitations and future avenues to outline the impact and potential of this technology for progressing surgical innovation.

Publisher

SAGE Publications

Subject

General Medicine

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