A Simpler Machine Learning Model for Acute Kidney Injury Risk Stratification in Hospitalized Patients.

Yirui HuKunpeng LiuKevin HoDavid RivielloJason BrownAlex R ChangGurmukteshwar Singh H Lester Kirchner

Published in: Journal of clinical medicine (2022)

The proposed simpler machine learning model utilizing data available at 24 h of admission is promising for early AKI risk stratification. It requires external validation and evaluation of effects of risk prediction on clinician behavior and patient outcomes.

Keyphrases

machine learning
acute kidney injury
big data
cardiac surgery
artificial intelligence
emergency department
deep learning
data analysis