# Machine learning-assisted benign transformation of three zinc states in zinc ion batteries

> Research article (Energy & Environmental Science, 2025) · cited 34× · AI/ML

**Wikidata**: [openalex:W4409668821](https://www.wikidata.org/wiki/openalex:W4409668821)  
**Source**: https://4ort.xyz/entity/machine-learning-assisted-benign-transformation-of-three-zinc-states-in-zinc-ion-batteries