# Voice in Parkinson's Disease: A Machine Learning Study

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/voice-in-parkinson-s-disease-a-machine-learning-study/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Antonio Suppa,Giovanni Costantini,Francesco Asci,Pietro Leo,Mohammad Al‐Wardat,Giulia Di Lazzaro,Simona Scalise,Antonio Pisani,Giovanni Saggio |
| Citations | 121 |
| DOI | 10.3389/fneur.2022.831428 |
| Fields | Health Professions,Medicine |
| Open Access | true |
| OA Status | gold |
| OA URL | https://www.frontiersin.org/articles/10.3389/fneur.2022.831428/pdf |
| OpenAlex ID | https://openalex.org/W4212831367 |
| PMID | 35242101 |
| Type | article |
| Year | 2022 |

## Paper authors

- [Giovanni Costantini](https://scholariq.org/researchers/giovanni-costantini/)
- [Giovanni Saggio](https://scholariq.org/researchers/giovanni-saggio/)

## Paper journal

- [Frontiers in Neurology](https://scholariq.org/journals/frontiers-in-neurology/)

## Paper primary topic

- [Voice and Speech Disorders](https://scholariq.org/topics/voice-and-speech-disorders/)

## Paper topics

- [Voice and Speech Disorders](https://scholariq.org/topics/voice-and-speech-disorders/)
- [Dysphagia Assessment and Management](https://scholariq.org/topics/dysphagia-assessment-and-management/)
- [Respiratory and Cough-Related Research](https://scholariq.org/topics/respiratory-and-cough-related-research/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.