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Cognition-Modulated EEG Signatures and Clinical Features in Major Depressive Disorder: A Machine Learning-Based Exploratory Study.

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Title: Cognition-Modulated EEG Signatures and Clinical Features in Major Depressive Disorder: A Machine Learning-Based Exploratory Study.
Authors: Li CT; Precision Depression Intervention Center (PreDIC), Department of Psychiatry, Taipei Veterans General Hospital, 112 Taipei, Taiwan.; Department of Psychiatry, Faculty of Medicine, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan.; Institute of Brain Science and Brain Research Center, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan., Lai CA; Graduate Institute of Biomedical Electronics and Bioinformatics, College of Electrical Engineering and Computer Science, National Taiwan University, 106319 Taipei, Taiwan., Jeng JS; Precision Depression Intervention Center (PreDIC), Department of Psychiatry, Taipei Veterans General Hospital, 112 Taipei, Taiwan.; Department of Psychiatry, Faculty of Medicine, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan., Cheng CM; Precision Depression Intervention Center (PreDIC), Department of Psychiatry, Taipei Veterans General Hospital, 112 Taipei, Taiwan.; Department of Psychiatry, Faculty of Medicine, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan., Bai YM; Precision Depression Intervention Center (PreDIC), Department of Psychiatry, Taipei Veterans General Hospital, 112 Taipei, Taiwan.; Department of Psychiatry, Faculty of Medicine, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan.; Institute of Brain Science and Brain Research Center, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan., Chen CP; Graduate Institute of Biomedical Electronics and Bioinformatics, College of Electrical Engineering and Computer Science, National Taiwan University, 106319 Taipei, Taiwan.
Source: Alpha psychiatry [Alpha Psychiatry] 2026 Jun 28; Vol. 27 (3), pp. 50791. Date of Electronic Publication: 2026 Jun 28 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: AVES Country of Publication: Singapore NLM ID: 9918284277106676 Publication Model: eCollection Cited Medium: Internet ISSN: 2757-8038 (Electronic) Linking ISSN: 27578038 NLM ISO Abbreviation: Alpha Psychiatry Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Li+CT%22">Li CT</searchLink>; Precision Depression Intervention Center (PreDIC), Department of Psychiatry, Taipei Veterans General Hospital, 112 Taipei, Taiwan.; Department of Psychiatry, Faculty of Medicine, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan.; Institute of Brain Science and Brain Research Center, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lai+CA%22">Lai CA</searchLink>; Graduate Institute of Biomedical Electronics and Bioinformatics, College of Electrical Engineering and Computer Science, National Taiwan University, 106319 Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Jeng+JS%22">Jeng JS</searchLink>; Precision Depression Intervention Center (PreDIC), Department of Psychiatry, Taipei Veterans General Hospital, 112 Taipei, Taiwan.; Department of Psychiatry, Faculty of Medicine, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Cheng+CM%22">Cheng CM</searchLink>; Precision Depression Intervention Center (PreDIC), Department of Psychiatry, Taipei Veterans General Hospital, 112 Taipei, Taiwan.; Department of Psychiatry, Faculty of Medicine, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Bai+YM%22">Bai YM</searchLink>; Precision Depression Intervention Center (PreDIC), Department of Psychiatry, Taipei Veterans General Hospital, 112 Taipei, Taiwan.; Department of Psychiatry, Faculty of Medicine, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan.; Institute of Brain Science and Brain Research Center, National Yang Ming Chiao Tung University, 112 Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+CP%22">Chen CP</searchLink>; Graduate Institute of Biomedical Electronics and Bioinformatics, College of Electrical Engineering and Computer Science, National Taiwan University, 106319 Taipei, Taiwan.
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  Data: <searchLink fieldCode="JN" term="%229918284277106676%22">Alpha psychiatry</searchLink> [Alpha Psychiatry] 2026 Jun 28; Vol. 27 (3), pp. 50791. <i>Date of Electronic Publication: </i>2026 Jun 28 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22AVES%22">AVES </searchLink><i>Country of Publication: </i>Singapore <i>NLM ID: </i>9918284277106676 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2757-8038 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2227578038%22">27578038 </searchLink><i>NLM ISO Abbreviation: </i>Alpha Psychiatry <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.31083/AP50791
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        Text: English
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              Text: 2026 Jun 28
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