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Multimodal Sleep Measurement and Alignment Analysis in Outpatients With Major Depressive Episode: Observational Study.

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Title: Multimodal Sleep Measurement and Alignment Analysis in Outpatients With Major Depressive Episode: Observational Study.
Authors: Mahir A; Department of Computer Science, Aalto University, Espoo, Finland., Luong N; Department of Computer Science, Aalto University, Espoo, Finland., Baryshnikov I; Department of Psychiatry, University of Helsinki, Helsinki, Finland.; Helsinki and Uusimaa Hospital District, Helsinki, Finland., Martikkala A; Department of Psychiatry, University of Helsinki, Helsinki, Finland.; Helsinki and Uusimaa Hospital District, Helsinki, Finland., Isometsä E; Department of Psychiatry, University of Helsinki, Helsinki, Finland.; Helsinki and Uusimaa Hospital District, Helsinki, Finland., Aledavood T; Department of Computer Science, Aalto University, Espoo, Finland.
Source: JMIR mHealth and uHealth [JMIR Mhealth Uhealth] 2025 Dec 11; Vol. 13, pp. e82465. Date of Electronic Publication: 2025 Dec 11.
Publication Type: Journal Article; Observational Study
Journal Info: Publisher: JMIR Publications Inc Country of Publication: Canada NLM ID: 101624439 Publication Model: Electronic Cited Medium: Internet ISSN: 2291-5222 (Electronic) Linking ISSN: 22915222 NLM ISO Abbreviation: JMIR Mhealth Uhealth Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Multimodal Sleep Measurement and Alignment Analysis in Outpatients With Major Depressive Episode: Observational Study.
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  Data: <searchLink fieldCode="AU" term="%22Mahir+A%22">Mahir A</searchLink>; Department of Computer Science, Aalto University, Espoo, Finland.<br /><searchLink fieldCode="AU" term="%22Luong+N%22">Luong N</searchLink>; Department of Computer Science, Aalto University, Espoo, Finland.<br /><searchLink fieldCode="AU" term="%22Baryshnikov+I%22">Baryshnikov I</searchLink>; Department of Psychiatry, University of Helsinki, Helsinki, Finland.; Helsinki and Uusimaa Hospital District, Helsinki, Finland.<br /><searchLink fieldCode="AU" term="%22Martikkala+A%22">Martikkala A</searchLink>; Department of Psychiatry, University of Helsinki, Helsinki, Finland.; Helsinki and Uusimaa Hospital District, Helsinki, Finland.<br /><searchLink fieldCode="AU" term="%22Isometsä+E%22">Isometsä E</searchLink>; Department of Psychiatry, University of Helsinki, Helsinki, Finland.; Helsinki and Uusimaa Hospital District, Helsinki, Finland.<br /><searchLink fieldCode="AU" term="%22Aledavood+T%22">Aledavood T</searchLink>; Department of Computer Science, Aalto University, Espoo, Finland.
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  Data: <searchLink fieldCode="JN" term="%22101624439%22">JMIR mHealth and uHealth</searchLink> [JMIR Mhealth Uhealth] 2025 Dec 11; Vol. 13, pp. e82465. <i>Date of Electronic Publication: </i>2025 Dec 11.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22JMIR+Publications+Inc%22">JMIR Publications Inc </searchLink><i>Country of Publication: </i>Canada <i>NLM ID: </i>101624439 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2291-5222 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2222915222%22">22915222 </searchLink><i>NLM ISO Abbreviation: </i>JMIR Mhealth Uhealth <i>Subsets: </i>MEDLINE
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        Value: 10.2196/82465
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        Text: English
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              Text: 2025 Dec 11
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