# A Sensor-Based Perspective in Early-Stage Parkinson’s Disease: Current State and the Need for Machine Learning Processes

> Research article (Sensors, 2022) · cited 23× · AI/ML

**Wikidata**: [openalex:W4206053969](https://www.wikidata.org/wiki/openalex:W4206053969)  
**Source**: https://4ort.xyz/entity/a-sensor-based-perspective-in-early-stage-parkinsons-disease-current-state-and-the-need-for-machine-learning-processes