# Machine Learning for Chemical Reactivity: The Importance of Failed Experiments

> Research article (Angewandte Chemie International Edition, 2022) · cited 221× · AI/ML

**Wikidata**: [openalex:W4229044212](https://www.wikidata.org/wiki/openalex:W4229044212)  
**Source**: https://4ort.xyz/entity/machine-learning-for-chemical-reactivity-the-importance-of-failed-experiments
