# Machine learning-led semi-automated medium optimization reveals salt as key for flaviolin production in Pseudomonas putida

> Research article (Communications Biology, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4409566603](https://www.wikidata.org/wiki/openalex:W4409566603)  
**Source**: https://4ort.xyz/entity/machine-learning-led-semi-automated-medium-optimization-reveals-salt-as-key-for-flaviolin-production-in-pseudomonas-puti