# Artificial Intelligence-Based Voice Assessment of Patients with Parkinson’s Disease Off and On Treatment: Machine vs. Deep-Learning Comparison

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/artificial-intelligence-based-voice-assessment-of-patients-with-parkinson-s/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Giovanni Costantini,Valerio Cesarini,Pietro Leo,Federica Amato,Antonio Suppa,Francesco Asci,Antonio Pisani,Alessandra Calculli,Giovanni Saggio |
| Citations | 91 |
| DOI | 10.3390/s23042293 |
| Fields | Computer Science,Medicine |
| Open Access | true |
| OA Status | gold |
| OA URL | https://www.mdpi.com/1424-8220/23/4/2293/pdf?version=1677135676 |
| OpenAlex ID | https://openalex.org/W4321375535 |
| PMID | 36850893 |
| Type | article |
| Year | 2023 |

## Paper authors

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

## Paper journal

- [Sensors](https://scholariq.org/journals/sensors/)

## 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/)
- [Music and Audio Processing](https://scholariq.org/topics/music-and-audio-processing/)
- [Speech Recognition and Synthesis](https://scholariq.org/topics/speech-recognition-and-synthesis/)

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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.