# Data-driven identification of reliable sensor species to predict regime shifts in ecological networks

> Research article (Royal Society Open Science, 2020) · cited 15× · AI/ML

**Wikidata**: [openalex:W3048624425](https://www.wikidata.org/wiki/openalex:W3048624425)  
**Source**: https://4ort.xyz/entity/data-driven-identification-of-reliable-sensor-species-to-predict-regime-shifts-in-ecological-networks
