# Machine learning-based personalized subthalamic biomarkers predict ON-OFF levodopa states in Parkinson patients

> Research article (Journal of Neural Engineering, 2021) · cited 12× · AI/ML

**Wikidata**: [openalex:W3157245969](https://www.wikidata.org/wiki/openalex:W3157245969)  
**Source**: https://4ort.xyz/entity/machine-learning-based-personalized-subthalamic-biomarkers-predict-on-off-levodopa-states-in-parkinson-patients
