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Published in: Obesity Surgery 6/2023

Open Access 27-04-2023 | Bariatric Surgery | Original Contributions

Assessing the Accuracy of Responses by the Language Model ChatGPT to Questions Regarding Bariatric Surgery

Authors: Jamil S. Samaan, Yee Hui Yeo, Nithya Rajeev, Lauren Hawley, Stuart Abel, Wee Han Ng, Nitin Srinivasan, Justin Park, Miguel Burch, Rabindra Watson, Omer Liran, Kamran Samakar

Published in: Obesity Surgery | Issue 6/2023

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Abstract

Purpose

ChatGPT is a large language model trained on a large dataset covering a broad range of topics, including the medical literature. We aim to examine its accuracy and reproducibility in answering patient questions regarding bariatric surgery.

Materials and methods

Questions were gathered from nationally regarded professional societies and health institutions as well as Facebook support groups. Board-certified bariatric surgeons graded the accuracy and reproducibility of responses. The grading scale included the following: (1) comprehensive, (2) correct but inadequate, (3) some correct and some incorrect, and (4) completely incorrect. Reproducibility was determined by asking the model each question twice and examining difference in grading category between the two responses.

Results

In total, 151 questions related to bariatric surgery were included. The model provided “comprehensive” responses to 131/151 (86.8%) of questions. When examined by category, the model provided “comprehensive” responses to 93.8% of questions related to “efficacy, eligibility and procedure options”; 93.3% related to “preoperative preparation”; 85.3% related to “recovery, risks, and complications”; 88.2% related to “lifestyle changes”; and 66.7% related to “other”. The model provided reproducible answers to 137 (90.7%) of questions.

Conclusion

The large language model ChatGPT often provided accurate and reproducible responses to common questions related to bariatric surgery. ChatGPT may serve as a helpful adjunct information resource for patients regarding bariatric surgery in addition to standard of care provided by licensed healthcare professionals. We encourage future studies to examine how to leverage this disruptive technology to improve patient outcomes and quality of life.

Graphical Abstract

Appendix
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Literature
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Metadata
Title
Assessing the Accuracy of Responses by the Language Model ChatGPT to Questions Regarding Bariatric Surgery
Authors
Jamil S. Samaan
Yee Hui Yeo
Nithya Rajeev
Lauren Hawley
Stuart Abel
Wee Han Ng
Nitin Srinivasan
Justin Park
Miguel Burch
Rabindra Watson
Omer Liran
Kamran Samakar
Publication date
27-04-2023
Publisher
Springer US
Published in
Obesity Surgery / Issue 6/2023
Print ISSN: 0960-8923
Electronic ISSN: 1708-0428
DOI
https://doi.org/10.1007/s11695-023-06603-5

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