# LightGBM: An Effective and Scalable Algorithm for Prediction of Chemical Toxicity–Application to the Tox21 and Mutagenicity Data Sets

> Research article (Journal of Chemical Information and Modeling, 2019) · cited 256× · AI/ML

**Wikidata**: [openalex:W2976332861](https://www.wikidata.org/wiki/openalex:W2976332861)  
**Source**: https://4ort.xyz/entity/lightgbm-an-effective-and-scalable-algorithm-for-prediction-of-chemical-toxicityapplication-to-the-tox21-and-mutagenicit