Subitem-level multi-scale assessment and machine learning for three-class cognitive status classification in Parkinson's disease.
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| Title: | Subitem-level multi-scale assessment and machine learning for three-class cognitive status classification in Parkinson's disease. |
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| Authors: | Chen YC; The Institute of Medical Informatics, National Cheng Kung University, Tainan, Taiwan (R.O.C.)., Yu RL; Institute of Behavioral Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan (R.O.C.).; Institute of Allied Health Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan (R.O.C.).; Department of Psychiatry, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan (R.O.C.).; Office of Strategic Planning, National Cheng Kung University, Tainan City, Taiwan (R.O.C.)., Hsieh SY; The Institute of Medical Informatics, National Cheng Kung University, Tainan, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; Sun-Yuan Hsieh is with the Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; Department of Computer Science and Information Engineering, National Chi Nan University, Nantou County, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; Institute of Manufacturing Information and Systems, National Cheng Kung University, Tainan, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; The Institute of Information Science, Academia Sinica, Taipei, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; The Research Center for Information Technology Innovation, Academia Sinica, Taipei, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw. |
| Source: | NPJ Parkinson's disease [NPJ Parkinsons Dis] 2025 Dec 04; Vol. 12 (1), pp. 4. Date of Electronic Publication: 2025 Dec 04. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: United States NLM ID: 101675390 Publication Model: Electronic Cited Medium: Print ISSN: 2373-8057 (Print) Linking ISSN: 23738057 NLM ISO Abbreviation: NPJ Parkinsons Dis Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41345400 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Subitem-level multi-scale assessment and machine learning for three-class cognitive status classification in Parkinson's disease. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Chen+YC%22">Chen YC</searchLink>; The Institute of Medical Informatics, National Cheng Kung University, Tainan, Taiwan (R.O.C.).<br /><searchLink fieldCode="AU" term="%22Yu+RL%22">Yu RL</searchLink>; Institute of Behavioral Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan (R.O.C.).; Institute of Allied Health Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan (R.O.C.).; Department of Psychiatry, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan (R.O.C.).; Office of Strategic Planning, National Cheng Kung University, Tainan City, Taiwan (R.O.C.).<br /><searchLink fieldCode="AU" term="%22Hsieh+SY%22">Hsieh SY</searchLink>; The Institute of Medical Informatics, National Cheng Kung University, Tainan, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; Sun-Yuan Hsieh is with the Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; Department of Computer Science and Information Engineering, National Chi Nan University, Nantou County, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; Institute of Manufacturing Information and Systems, National Cheng Kung University, Tainan, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; The Institute of Information Science, Academia Sinica, Taipei, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw.; The Research Center for Information Technology Innovation, Academia Sinica, Taipei, Taiwan (R.O.C.). hsiehsy@mail.ncku.edu.tw. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101675390%22">NPJ Parkinson's disease</searchLink> [NPJ Parkinsons Dis] 2025 Dec 04; Vol. 12 (1), pp. 4. <i>Date of Electronic Publication: </i>2025 Dec 04. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101675390 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2373-8057 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223738057%22">23738057 </searchLink><i>NLM ISO Abbreviation: </i>NPJ Parkinsons Dis <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41345400 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41531-025-01218-2 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 4 Titles: – TitleFull: Subitem-level multi-scale assessment and machine learning for three-class cognitive status classification in Parkinson's disease. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Chen YC – PersonEntity: Name: NameFull: Yu RL – PersonEntity: Name: NameFull: Hsieh SY IsPartOfRelationships: – BibEntity: Dates: – D: 04 M: 12 Text: 2025 Dec 04 Type: published Y: 2025 Identifiers: – Type: issn-print Value: 2373-8057 Numbering: – Type: volume Value: 12 – Type: issue Value: 1 Titles: – TitleFull: NPJ Parkinson's disease Type: main |
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