Prediction of in-hospital mortality in patients on mechanical ventilation post traumatic brain injury: machine learning approach.

Journal: BMC medical informatics and decision making
Published Date:

Abstract

BACKGROUND: The study aimed to introduce a machine learning model that predicts in-hospital mortality in patients on mechanical ventilation (MV) following moderate to severe traumatic brain injury (TBI).

Authors

  • Ahmad Abujaber
    Assistant Executive Director of Nursing, Hamad medical corporation, Doha, Qatar.
  • Adam Fadlalla
    Management Information Systems, Business, and Economics faculty at Qatar University, Doha, Qatar.
  • Diala Gammoh
    Industrial Engineering, University of Central Florida, Orlando, Florida, United States of America.
  • Husham Abdelrahman
    Department of Surgery, Trauma Surgery, Hamad Medical Corporation, Doha, Qatar.
  • Monira Mollazehi
    Department of Surgery, Trauma Surgery, Hamad Medical Corporation, Doha, Qatar.
  • Ayman El-Menyar
    Department of Surgery, Trauma Surgery, Clinical Research, Hamad Medical Corporation, Doha, Qatar.