Predicting Overall Survival Using Machine Learning Algorithms in Oral Cavity Squamous Cell Carcinoma

20225 citationsJournal Article

Authors

JIA YAN TAN

JOHN ADEOYE

Peter Thomson · James Cook University

Dileep Sharma · James Cook University

Poornima Ramamurthy · James Cook University

SIU-WAI CHOI

Abstract

The Voting Classifier demonstrated the best overall performance in classifying both 3- and 5-year overall survival of oral cancer patients in Queensland. SHAP method provided clinical understanding of the predictive features of the Voting Classifier.

Topics & Keywords

Head and Neck Cancer Studies Radiomics and Machine Learning in Medical Imaging AI in cancer detection

UN Sustainable Development Goals

Life in Land

Publication Details

Published in: Anticancer Research

Volume 42, Issue 12, pp. 5859-5866

DOI: 10.21873/anticanres.16094

Field-Weighted Citation Impact: 0.81