Open AccessArtificial intelligence model validation before its application in clinical diagnosis assistance
Author(s) -
Gustavo Jesús Vázquez-Zapién,
Mónica Maribel Mata-Miranda,
Francisco Garibay-Gonzalez,
Miguel Sánchez-Brito
Publication year - 2022
Publication title -
world journal of gastroenterology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.427
H-Index - 155
eISSN - 2219-2840
pISSN - 1007-9327
DOI - 10.3748/wjg.v28.i5.602
Subject(s) - artificial intelligence , computer science , clinical practice , machine learning , sensitivity (control systems) , medicine , engineering , family medicine , electronic engineering
The process of selecting an artificial intelligence (AI) model to assist clinical diagnosis of a particular pathology and its validation tests is relevant since the values of accuracy, sensitivity and specificity may not reflect the behavior of the method in a real environment. Here, we provide helpful considerations to increase the success of using an AI model in clinical practice.