Many articles have used voice analysis to detect Parkinson's disease (PD), but few have
focused on the early stages of the disease and the gender effect. In this article, we have …

Background DBS of the subthalamic nucleus (STN) considerably ameliorates cardinal motor
symptoms in PD. Reported STN-DBS effects on secondary dysarthric (speech) and …

Parkinson's disease dysgraphia affects the majority of Parkinson's disease (PD) patients and
is the result of handwriting abnormalities mainly caused by motor dysfunctions. Several …

Parkinson's disease (PD) is one of the most frequent neurodegenerative disorder with
progressive decline in several motor and non-motor skills. Due to time-consuming and …

Parkinson's disease (PD) is the second most frequent neurodegenerative disorder. One
typical hallmark of PD is disruption in execution of practised skills such as handwriting. This …

Background Speech disorders are amongst the first symptoms to appear in Parkinson's
disease (PD). Objectives We aimed to characterize PD voice signature from the prodromal …

Vocal impairments are among the earliest symptoms in Parkinson's Disease (PD). We
adapted a method classically used in speech and speaker recognition, based on Mel …

Dysarthria, a motor speech disorder resulting from neurological impairments. This study
explores various approaches for the automated detection of dysarthria, integrating both …

It has been discovered that neurological illnesses including Parkinson's disease (PD) and
paralysis affect a person's voice. Common machine learning models like kNN and …

La malattia di Parkinson (PD) è una condizione cronica e progressiva causata dal graduale
deterioramento neuronale nella substantia nigra, implicata nella produzione di …