# Understanding and overcoming the technical challenges in using in silico predictions in regulatory decisions of complex toxicological endpoints – A pesticide perspective for regulatory toxicologists with a focus on machine learning models

> Research article (Regulatory Toxicology and Pharmacology, 2022) · cited 10× · AI/ML

**Wikidata**: [openalex:W4311903545](https://www.wikidata.org/wiki/openalex:W4311903545)  
**Source**: https://4ort.xyz/entity/understanding-and-overcoming-the-technical-challenges-in-using-in-silico-predictions-in-regulatory-decisions-of-complex-