Overview: Why video-based ML matters for DBS in Parkinson’s disease Deep brain stimulation (DBS) has transformed the management of advanced Parkinson’s disease, offering relief from tremor, rigidity, and bradykinesia for many patients. Yet outcomes vary, and selecting suitable candidates remains a nuanced, multidisciplinary task. Recent advances in video-based machine learning (ML) bring a new dimension…