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 ...
BIOENGINEER

Swiss Registry Study Protocol Evaluates Machine Learning for Joint Replacement Outcomes

Swiss researchers have published a study protocol comparing machine learning algorithms against logistic regression to predict patient recovery and revision surgery risks following joint replacement.
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 ...
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 ...