# Toward artificial intelligence and machine learning-enabled frameworks for improved predictions of lifecycle environmental impacts of functional materials and devices

> Research article (MRS Communications, 2023) · cited 42× · AI/ML

**Wikidata**: [openalex:W4387380561](https://www.wikidata.org/wiki/openalex:W4387380561)  
**Source**: https://4ort.xyz/entity/toward-artificial-intelligence-and-machine-learning-enabled-frameworks-for-improved-predictions-of-lifecycle-environment