Capturing Surgical Data: Comparing a Quality Improvement Registry to Natural Language Processing and Manual Chart Review.

Journal: Journal of gastrointestinal surgery : official journal of the Society for Surgery of the Alimentary Tract
Published Date: Feb 28, 2022

Abstract

INTRODUCTION: Collecting accurate operative details remains a limitation of surgical research. Surgeon-entered data in clinical registries offers one solution, but natural language processing (NLP) has emerged as a modality for automating manual chart review (MCR). This study aims to compare the accuracy and efficiency of NLP and MCR with a surgeon-entered, prospective registry data in determining the rate of gross bile spillage (GBS) during cholecystectomy.

Authors

  • Benjamin T Miller
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA. millerb35@ccf.org.
  • Aldo Fafaj
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA.
  • Luciano Tastaldi
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA.
  • Hemasat Alkhatib
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA.
  • Samuel Zolin
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA.
  • Raha AlMarzooqi
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA.
  • Chao Tu
    Department of Orthopaedics, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China.
  • Diya Alaedeen
    Department of General Surgery, Digestive Disease and Surgery Institute, Fairview Hospital, The Cleveland Clinic Foundation, 18101 Lorain Avenue, Cleveland, OH, 44111, USA.
  • Ajita S Prabhu
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA.
  • David M Krpata
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA.
  • Michael J Rosen
    Division of Gastroenterology, Hepatology, and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio.
  • Clayton C Petro
    Cleveland Clinic Center for Abdominal Core Health, Department of General Surgery, Digestive Disease and Surgery Institute, The Cleveland Clinic Foundation, 9500 Euclid Avenue, A-100, Cleveland, OH, 44195, USA.

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