Artificial intelligence in neurodegenerative diseases: A review of available tools with a focus on machine learning techniques

AM Tăuţan, B Ionescu, E Santarnecchi - Artificial intelligence in medicine, 2021 - Elsevier
Neurodegenerative diseases have shown an increasing incidence in the older population in
recent years. A significant amount of research has been conducted to characterize these …

Guidelines for speech recording and acoustic analyses in dysarthrias of movement disorders

J Rusz, T Tykalova, LO Ramig… - Movement Disorders, 2021 - Wiley Online Library
Most patients with movement disorders have speech impairments resulting from
sensorimotor abnormalities that affect phonatory, articulatory, and prosodic speech …

Convolutional neural network ensemble for Parkinson's disease detection from voice recordings

M Hireš, M Gazda, P Drotár, ND Pah, MA Motin… - Computers in biology …, 2022 - Elsevier
The computerized detection of Parkinson's disease (PD) will facilitate population screening
and frequent monitoring and provide a more objective measure of symptoms, benefiting both …

Advances in Parkinson's disease detection and assessment using voice and speech: A review of the articulatory and phonatory aspects

L Moro-Velazquez, JA Gomez-Garcia… - … Signal Processing and …, 2021 - Elsevier
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 …

Connected speech in neurodegenerative language disorders: a review

V Boschi, E Catricala, M Consonni, C Chesi… - Frontiers in …, 2017 - frontiersin.org
Language assessment has a crucial role in the clinical diagnosis of several
neurodegenerative diseases. The analysis of extended speech production is a precious …

Speech biomarkers in rapid eye movement sleep behavior disorder and Parkinson disease

J Rusz, J Hlavnička, M Novotný, T Tykalová… - Annals of …, 2021 - Wiley Online Library
Objective This multilanguage study used simple speech recording and high‐end pattern
analysis to provide sensitive and reliable noninvasive biomarkers of prodromal versus …

Speech treatment in Parkinson's disease: Randomized controlled trial (RCT)

L Ramig, A Halpern, J Spielman, C Fox… - Movement …, 2018 - Wiley Online Library
Background As many as 89% of people with Parkinson's disease (PD) develop speech
disorders. Objectives This randomized controlled trial evaluated two speech treatments for …

Reliability and validity of the Roche PD Mobile Application for remote monitoring of early Parkinson's disease

F Lipsmeier, KI Taylor, RB Postuma… - Scientific reports, 2022 - nature.com
Digital health technologies enable remote and therefore frequent measurement of motor
signs, potentially providing reliable and valid estimates of motor sign severity and …

Multimodal assessment of Parkinson's disease: a deep learning approach

JC Vásquez-Correa, T Arias-Vergara… - IEEE journal of …, 2018 - ieeexplore.ieee.org
Parkinson's disease is a neurodegenerative disorder characterized by a variety of motor
symptoms. Particularly, difficulties to start/stop movements have been observed in patients …

Speech disorders in Parkinson's disease: early diagnostics and effects of medication and brain stimulation

L Brabenec, J Mekyska, Z Galaz, I Rektorova - Journal of neural …, 2017 - Springer
Hypokinetic dysarthria (HD) occurs in 90% of Parkinson's disease (PD) patients. It manifests
specifically in the areas of articulation, phonation, prosody, speech fluency, and faciokinesis …