Artificial intelligence model validation before its application in clinical diagnosis assistance.

Journal: World journal of gastroenterology
Published Date:

Abstract

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.

Authors

  • Gustavo Jesus Vazquez-Zapien
    Embryology Lab, Escuela Militar de Medicina, Ciudad de Mexico 11200, CDMX, Mexico.
  • Monica Maribel Mata-Miranda
    Cell & Tissue Biology Lab, Escuela Militar de Medicina, Ciudad de Mexico 11200, CDMX, Mexico.
  • Francisco Garibay-Gonzalez
    Department of Research, Escuela Militar de Medicina, Ciudad de Mexico 11200, CDMX, Mexico.
  • Miguel Sanchez-Brito
    Instituto Tecnológico de Zacatepec, Industrial Engineering, TecNM, Zacatepec 62780, Morelos, Mexico.