Speech-based respiratory diagnostics: A study on COVID-19 detection with machine learning

Gaurav Datkhile; Pramod H. Kachare; Sandeep B. Sangle; Ibrahim Al-Shourbaji; Abdoh Jabbari; Raimund Kirner; Abdalla Alameen

doi:10.1371/journal.pone.0332146

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Open Access

Peer-reviewed

Research Article

Speech-based respiratory diagnostics: A study on COVID-19 detection with machine learning

Gaurav Datkhile,

Roles Formal analysis, Investigation, Visualization, Writing – original draft

Affiliation Department of Computer Science Engineering, Ramrao Adik Institute of Technology, Navi Mumbai, India

https://orcid.org/0000-0001-7564-2145

⨯
Pramod H. Kachare,

Roles Conceptualization, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Computer Science Engineering, Ramrao Adik Institute of Technology, Navi Mumbai, India

https://orcid.org/0000-0002-8638-7044

⨯
Sandeep B. Sangle,

Roles Investigation, Methodology, Resources, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Computer Science Engineering, Ramrao Adik Institute of Technology, Navi Mumbai, India

https://orcid.org/0000-0003-2962-2885

⨯
Ibrahim Al-Shourbaji ,

Roles Funding acquisition, Investigation, Methodology, Resources, Supervision, Visualization, Writing – original draft, Writing – review & editing

* E-mail: alshourbajiibrahim@gmail.com; r.kirner@herts.ac.uk

Affiliation Department of Electrical and Electronics Engineering, Jazan University, Jazan, Saudi Arabia

https://orcid.org/0000-0002-6485-8415

⨯
Abdoh Jabbari,

Roles Funding acquisition, Investigation, Resources, Supervision, Visualization, Writing – review & editing

Affiliation Department of Electrical and Electronics Engineering, Jazan University, Jazan, Saudi Arabia
⨯
Raimund Kirner ,

Roles Formal analysis, Funding acquisition, Investigation, Methodology, Supervision, Writing – review & editing

* E-mail: alshourbajiibrahim@gmail.com; r.kirner@herts.ac.uk

Affiliation Department of Computer Science, University of Hertfordshire, Hatfield, United Kingdom

https://orcid.org/0000-0003-3921-6813

⨯
Abdalla Alameen

Roles Funding acquisition, Methodology, Supervision, Visualization, Writing – review & editing

Affiliation Department of Computer Engineering and Information, College of Engineering in Wadi Alddawasir, Prince Sattam Bin Abdulaziz University, Wadi Alddawasir, Saudi Arabia
⨯

Speech-based respiratory diagnostics: A study on COVID-19 detection with machine learning

Gaurav Datkhile,
Pramod H. Kachare,
Sandeep B. Sangle,
Ibrahim Al-Shourbaji,
Abdoh Jabbari,
Raimund Kirner,
Abdalla Alameen

Published: November 21, 2025
https://doi.org/10.1371/journal.pone.0332146

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