# Predicting coated-nanoparticle drug release systems with perturbation-theory machine learning (PTML) models

> Research article (Nanoscale, 2020) · cited 57× · AI/ML

**Wikidata**: [openalex:W3033049749](https://www.wikidata.org/wiki/openalex:W3033049749)  
**Source**: https://4ort.xyz/entity/predicting-coated-nanoparticle-drug-release-systems-with-perturbation-theory-machine-learning-ptml-models