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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| ISSN: | 2373-8057 |
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| DOI: | 10.1038/s41531-025-01218-2 |
