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Hybrid preprocessing and ensemble classification for enhanced detection of Parkinson's disease using multiple speech signal databases.

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Title: Hybrid preprocessing and ensemble classification for enhanced detection of Parkinson's disease using multiple speech signal databases.
Authors: Sun LC; School of Medicine, National Defense Medical Center, Taipei, Taiwan., Tseng CW; School of Public Health, National Defense Medical Center, Taipei, Taiwan., Lin KF; School of Public Health, National Defense Medical Center, Taipei, Taiwan.; Medical Informatics Office, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan., Chen PN; Department of Biomedical Engineering, National Defense Medical Center, Taipei, Taiwan.
Source: Digital health [Digit Health] 2025 Jun 26; Vol. 11, pp. 20552076251352941. Date of Electronic Publication: 2025 Jun 26 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: SAGE Publications Ltd Country of Publication: United States NLM ID: 101690863 Publication Model: eCollection Cited Medium: Print ISSN: 2055-2076 (Print) Linking ISSN: 20552076 NLM ISO Abbreviation: Digit Health Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Hybrid preprocessing and ensemble classification for enhanced detection of Parkinson's disease using multiple speech signal databases.
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  Data: <searchLink fieldCode="AU" term="%22Sun+LC%22">Sun LC</searchLink>; School of Medicine, National Defense Medical Center, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Tseng+CW%22">Tseng CW</searchLink>; School of Public Health, National Defense Medical Center, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+KF%22">Lin KF</searchLink>; School of Public Health, National Defense Medical Center, Taipei, Taiwan.; Medical Informatics Office, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+PN%22">Chen PN</searchLink>; Department of Biomedical Engineering, National Defense Medical Center, Taipei, Taiwan.
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  Data: <searchLink fieldCode="JN" term="%22101690863%22">Digital health</searchLink> [Digit Health] 2025 Jun 26; Vol. 11, pp. 20552076251352941. <i>Date of Electronic Publication: </i>2025 Jun 26 (<i>Print Publication: </i>2025).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22SAGE+Publications+Ltd%22">SAGE Publications Ltd </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101690863 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2055-2076 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220552076%22">20552076 </searchLink><i>NLM ISO Abbreviation: </i>Digit Health <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1177/20552076251352941
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      – Code: eng
        Text: English
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        StartPage: 20552076251352941
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      – TitleFull: Hybrid preprocessing and ensemble classification for enhanced detection of Parkinson's disease using multiple speech signal databases.
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            NameFull: Sun LC
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            NameFull: Tseng CW
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            NameFull: Lin KF
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            – D: 26
              M: 06
              Text: 2025 Jun 26
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              Y: 2025
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