OASIS +: leveraging machine learning to improve the prognostic accuracy of OASIS severity score for predicting in-hospital mortality.

Yasser El-ManzalawyMostafa AbbasIan HoaglundAlvaro Ulloa CernaThomas B MorlandChristopher M HaggertyEric S HallBrandon K Fornwalt

Published in: BMC medical informatics and decision making (2021)

Our results suggest that there is room for improving the prognostic accuracy of the OASIS severity scores by replacing the simple linear additive scoring function with more sophisticated non-linear machine learning models such as RF and XGB.

Keyphrases

machine learning
artificial intelligence
big data
deep learning
neural network