Background and objective Speech impairment is an early symptom of Parkinson's disease
(PD). This study has summarized the literature related to speech and voice in detecting PD …

Parkinson's Disease (PD) affects speech in the form of dysphonia and hypokinetic
dysarthria. Multiple studies have evaluated PD's influence on different aspects of speech …

In this work, a voice-based analysis is conducted with the contribution of providing
physicians with a decision tool along with framing information to help them see functional …

Numerous studies have reported on the high accuracy of using voice tasks for the remote
detection and monitoring of Parkinson's Disease (PD). Most of these studies, however …

Introduction Parkinson's disease (PD) is characterized by specific voice disorders
collectively termed hypokinetic dysarthria. We here investigated voice changes by using …

Acoustic analysis of voice in Parkinson's disease: a systematic review of voice disability and
meta-analysis of studies. - Abstract - Europe PMC Sign in | Create an account https://orcid.org …

Voice technology has grown tremendously in recent years and using voice as a biomarker
has also been gaining evidence. We demonstrate the potential of voice in serving as a deep …

Parkinson's disease (PD) is a multi-symptom neurodegenerative disease. There are no
biomarkers; the diagnosis and monitoring of the disease progression require clinical and …

Introduction Speech disorder is a common clinical manifestation in patients with Parkinson's
disease and atypical parkinsonian syndromes and tends to occur before the onset of the …

The preliminary diagnosis and evaluation of the presence and/or severity of Parkinson's
disease is crucial in controlling the progress of the disease. Real-time, non-invasive …