BIOENGINEER

Logistic Regression Matches Machine Learning in Thyroid Nodule Cancer Risk Stratification

A temporal validation study shows logistic regression performs as well as machine learning in predicting thyroid nodule ...
ascopubs.org

A Comparison of Logistic Regression Against Machine Learning Algorithms for Gastric Cancer Risk Prediction Within Real-World Clinical Data Streams

We trained models using logistic regression (LR) and four commonly used ML algorithms to predict NCGC from age-/sex-matched controls in two EHR systems: Stanford University and the University of ...
BIOENGINEER

Machine Learning Shows Limited Incremental Gain in Early ICU Heart Attack Predictions

A comparative modeling study of critically ill patients with acute myocardial infarction demonstrated that early six-hour ...
EurekAlert!

Traditional regression approach outperformed machine learning algorithms in predicting optimal surgical method in patients with submucosal tumors.

Step 1 was selecting the training cohort (n = 184) and the internal validation cohort (n = 62) by random seeds; Step 2 was selecting the optimal parameters through five times ten-fold cross-validation ...