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A Scoping Review of Artificial Intelligence and Machine Learning in Bariatric and Metabolic Surgery: Current Status and Future Perspectives.

Authors :
Pantelis, Athanasios G.
Stravodimos, Georgios K.
Lapatsanis, Dimitris P.
Source :
Obesity Surgery; Oct2021, Vol. 31 Issue 10, p4555-4563, 9p
Publication Year :
2021

Abstract

Artificial intelligence (AI) is a revolution in data analysis with emerging roles in various specialties and with various applications. The objective of this scoping review was to retrieve current literature on the fields of AI that have been applied to metabolic bariatric surgery (MBS) and to investigate potential applications of AI as a decision-making tool of the bariatric surgeon. Initial search yielded 3260 studies published from January 2000 until March 2021. After screening, 49 unique articles were included in the final analysis. Studies were grouped into categories, and the frequency of appearing algorithms, dataset types, and metrics were documented. The heterogeneity of current studies showed that meticulous validation, strict reporting systems, and reliable benchmarking are mandatory for ensuring the clinical validity of future research. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09608923
Volume :
31
Issue :
10
Database :
Complementary Index
Journal :
Obesity Surgery
Publication Type :
Academic Journal
Accession number :
152580231
Full Text :
https://doi.org/10.1007/s11695-021-05548-x