# Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory

> Research article (Nature Communications, 2025) · cited 20× · AI/ML

**Wikidata**: [openalex:W4409922155](https://www.wikidata.org/wiki/openalex:W4409922155)  
**Source**: https://4ort.xyz/entity/model-free-estimation-of-completeness-uncertainties-and-outliers-in-atomistic-machine-learning-using-information-theory