Multimodal machine learning for major depressive disorder: Integrating EEG functional connectivity and clinical variables to enhance diagnostic accuracy.
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| Title: | Multimodal machine learning for major depressive disorder: Integrating EEG functional connectivity and clinical variables to enhance diagnostic accuracy. |
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| Authors: | Huang SS; Department of Psychiatry, Taipei Veterans General Hospital, Taipei, Taiwan; College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan; School of Public Health and Graduate Institute of Public Health, College of Public Health, National Defense Medical University, Taipei, Taiwan; Nankung psychiatric Hospital, Keelung, Taiwan., Chen JP; Department of Psychiatry, Beitou Branch, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan., Lin TP; Department of Electrical Engineering, National Central University, Taoyuan, Taiwan., Tsai YT; School of Medicine, China Medical University Hospital, Taichung, Taiwan., Kuo PH; Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan; Department of Psychiatry, National Taiwan University Hospital, Taipei, Taiwan; Psychiatric Research Center, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan., Hou PH; Department of psychiatry, Taichung Veterans General Hospital, Taichung, Taiwan; Post-Baccalaureate Medicine, National Chung Hsing University, Taichung, Taiwan., Peng SJ; In-Service Master Program in Artificial Intelligence in Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan. Electronic address: sjpeng2019@tmu.edu.tw. |
| Source: | Psychiatry research [Psychiatry Res] 2026 Jun; Vol. 360, pp. 117090. Date of Electronic Publication: 2026 Mar 11. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Elsevier/North-Holland Biomedical Press Country of Publication: Ireland NLM ID: 7911385 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-7123 (Electronic) Linking ISSN: 01651781 NLM ISO Abbreviation: Psychiatry Res Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41887003 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Multimodal machine learning for major depressive disorder: Integrating EEG functional connectivity and clinical variables to enhance diagnostic accuracy. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Huang+SS%22">Huang SS</searchLink>; Department of Psychiatry, Taipei Veterans General Hospital, Taipei, Taiwan; College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan; School of Public Health and Graduate Institute of Public Health, College of Public Health, National Defense Medical University, Taipei, Taiwan; Nankung psychiatric Hospital, Keelung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+JP%22">Chen JP</searchLink>; Department of Psychiatry, Beitou Branch, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+TP%22">Lin TP</searchLink>; Department of Electrical Engineering, National Central University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Tsai+YT%22">Tsai YT</searchLink>; School of Medicine, China Medical University Hospital, Taichung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Kuo+PH%22">Kuo PH</searchLink>; Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan; Department of Psychiatry, National Taiwan University Hospital, Taipei, Taiwan; Psychiatric Research Center, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hou+PH%22">Hou PH</searchLink>; Department of psychiatry, Taichung Veterans General Hospital, Taichung, Taiwan; Post-Baccalaureate Medicine, National Chung Hsing University, Taichung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Peng+SJ%22">Peng SJ</searchLink>; In-Service Master Program in Artificial Intelligence in Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan. Electronic address: sjpeng2019@tmu.edu.tw. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%227911385%22">Psychiatry research</searchLink> [Psychiatry Res] 2026 Jun; Vol. 360, pp. 117090. <i>Date of Electronic Publication: </i>2026 Mar 11. – 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="%22Elsevier%2FNorth-Holland+Biomedical+Press%22">Elsevier/North-Holland Biomedical Press </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>7911385 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1872-7123 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201651781%22">01651781 </searchLink><i>NLM ISO Abbreviation: </i>Psychiatry Res <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41887003 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.psychres.2026.117090 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 117090 Titles: – TitleFull: Multimodal machine learning for major depressive disorder: Integrating EEG functional connectivity and clinical variables to enhance diagnostic accuracy. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Huang SS – PersonEntity: Name: NameFull: Chen JP – PersonEntity: Name: NameFull: Lin TP – PersonEntity: Name: NameFull: Tsai YT – PersonEntity: Name: NameFull: Kuo PH – PersonEntity: Name: NameFull: Hou PH – PersonEntity: Name: NameFull: Peng SJ IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 06 Text: 2026 Jun Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1872-7123 Numbering: – Type: volume Value: 360 Titles: – TitleFull: Psychiatry research Type: main |
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