# Comparison of standard and penalized logistic regression in risk model development

> Research article (JTCVS Open, 2022) · cited 12× · AI/ML

**Wikidata**: [openalex:W4207018689](https://www.wikidata.org/wiki/openalex:W4207018689)  
**Source**: https://4ort.xyz/entity/comparison-of-standard-and-penalized-logistic-regression-in-risk-model-development