Artificial intelligence for mechanical ventilation: systematic review of design, reporting standards, and bias.

ABSTRACT:

Background

Artificial intelligence (AI) has the potential to personalise mechanical ventilation strategies for patients with respiratory failure. However, current methodological deficiencies could limit clinical impact. We identified common limitations and propose potential solutions to facilitate translation of AI to mechanical ventilation of patients.

Methods

A systematic review was conducted in MEDLINE, Embase, and PubMed Central to February 2021. Studies investigating the application of AI to patients undergoing mechanical ventilation were included. Algorithm design and adherence to reporting standards were assessed with a rubric combining published guidelines, satisfying the Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis

SUBMITTER: Gallifant J 

PROVIDER: S-EPMC8792831 | biostudies-literature | 2022 Feb

REPOSITORIES: biostudies-literature