# Machine learning methods trained on simple models can predict critical transitions in complex natural systems

> Research article (Royal Society Open Science, 2022) · cited 62× · AI/ML

**Wikidata**: [openalex:W4220750391](https://www.wikidata.org/wiki/openalex:W4220750391)  
**Source**: https://4ort.xyz/entity/machine-learning-methods-trained-on-simple-models-can-predict-critical-transitions-in-complex-natural-systems