New Frontiers of Natural Language Processing in Surgery

Am Surg. 2023 Jan;89(1):43-48. doi: 10.1177/00031348221117039. Epub 2022 Aug 15.

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.

Keywords: algorithm; artificial intelligence; natural language processing; surgery; text analysis.

MeSH terms

  • Algorithms
  • Electronic Health Records*
  • Humans
  • Natural Language Processing*