Voice disorders classification using machine learning: a scoping review.
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| Title: | Voice disorders classification using machine learning: a scoping review. |
|---|---|
| Authors: | Gupta R; Computing and Audio Research Laboratory, School of Electrical and Information Engineering, The University of Sydney, Sydney, NSW, Australia., Jin CT; Computing and Audio Research Laboratory, School of Electrical and Information Engineering, The University of Sydney, Sydney, NSW, Australia., Gunjawate DR; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.; Department of Audiology and Speech Language Pathology, Kasturba Medical College Mangalore, Manipal Academy of Higher Education, Mangalore, India., Nguyen DD; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia., Stasak B; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia., Chacon AM; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia., Madill C; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia. |
| Source: | Frontiers in digital health [Front Digit Health] 2026 Jun 08; Vol. 8, pp. 1800132. Date of Electronic Publication: 2026 Jun 08 (Print Publication: 2026). |
| Publication Type: | Journal Article; Review |
| Journal Info: | Publisher: Frontiers Media S.A Country of Publication: Switzerland NLM ID: 101771889 Publication Model: eCollection Cited Medium: Internet ISSN: 2673-253X (Electronic) Linking ISSN: 2673253X NLM ISO Abbreviation: Front Digit Health Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42339003 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Voice disorders classification using machine learning: a scoping review. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Gupta+R%22">Gupta R</searchLink>; Computing and Audio Research Laboratory, School of Electrical and Information Engineering, The University of Sydney, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Jin+CT%22">Jin CT</searchLink>; Computing and Audio Research Laboratory, School of Electrical and Information Engineering, The University of Sydney, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Gunjawate+DR%22">Gunjawate DR</searchLink>; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.; Department of Audiology and Speech Language Pathology, Kasturba Medical College Mangalore, Manipal Academy of Higher Education, Mangalore, India.<br /><searchLink fieldCode="AU" term="%22Nguyen+DD%22">Nguyen DD</searchLink>; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Stasak+B%22">Stasak B</searchLink>; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Chacon+AM%22">Chacon AM</searchLink>; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Madill+C%22">Madill C</searchLink>; Voice Research Laboratory, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101771889%22">Frontiers in digital health</searchLink> [Front Digit Health] 2026 Jun 08; Vol. 8, pp. 1800132. <i>Date of Electronic Publication: </i>2026 Jun 08 (<i>Print Publication: </i>2026). – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Review – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+S%2EA%22">Frontiers Media S.A </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101771889 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2673-253X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222673253X%22">2673253X </searchLink><i>NLM ISO Abbreviation: </i>Front Digit Health <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42339003 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3389/fdgth.2026.1800132 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1800132 Titles: – TitleFull: Voice disorders classification using machine learning: a scoping review. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Gupta R – PersonEntity: Name: NameFull: Jin CT – PersonEntity: Name: NameFull: Gunjawate DR – PersonEntity: Name: NameFull: Nguyen DD – PersonEntity: Name: NameFull: Stasak B – PersonEntity: Name: NameFull: Chacon AM – PersonEntity: Name: NameFull: Madill C IsPartOfRelationships: – BibEntity: Dates: – D: 08 M: 06 Text: 2026 Jun 08 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2673-253X Numbering: – Type: volume Value: 8 Titles: – TitleFull: Frontiers in digital health Type: main |
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