View in EDS HTML Full Text PDF Full Text

Machine learning framework for depression subtype grouping: integrating high-resolution imaging and clinical symptom analysis via correlation and clustering.

Saved in:
Bibliographic Details
Title: Machine learning framework for depression subtype grouping: integrating high-resolution imaging and clinical symptom analysis via correlation and clustering.
Authors: Verma G; Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Jacob Y; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Morris LS; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Xing X; Department of Computer Science, University of Nebraska Omaha, Omaha, NE, United States., Delman BN; Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, United States., Murrough JW; Depression and Anxiety Center for Discovery and Treatment, Department of Psychiatry, Icahn School of Medicine of Mount Sinai, New York, NY, United States.; Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, United States.; VISN 2 Mental Illness Research, Education, and Clinical Center (MIRECC), James J. Peters VA Medical Center, Bronx, NY, United States., Lin AL; Department of Radiology, Division of Biological Sciences, and Institute for Data Science and Informatics, University of Missouri, Columbia, MO, United States., Balchandani P; Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, United States.
Source: Frontiers in psychiatry [Front Psychiatry] 2026 Mar 24; Vol. 17, pp. 1747824. Date of Electronic Publication: 2026 Mar 24 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Research Foundation Country of Publication: Switzerland NLM ID: 101545006 Publication Model: eCollection Cited Medium: Print ISSN: 1664-0640 (Print) Linking ISSN: 16640640 NLM ISO Abbreviation: Front Psychiatry Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41953087
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Machine learning framework for depression subtype grouping: integrating high-resolution imaging and clinical symptom analysis via correlation and clustering.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Verma+G%22">Verma G</searchLink>; Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, United States.<br /><searchLink fieldCode="AU" term="%22Jacob+Y%22">Jacob Y</searchLink>; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States.<br /><searchLink fieldCode="AU" term="%22Morris+LS%22">Morris LS</searchLink>; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States.<br /><searchLink fieldCode="AU" term="%22Xing+X%22">Xing X</searchLink>; Department of Computer Science, University of Nebraska Omaha, Omaha, NE, United States.<br /><searchLink fieldCode="AU" term="%22Delman+BN%22">Delman BN</searchLink>; Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, United States.<br /><searchLink fieldCode="AU" term="%22Murrough+JW%22">Murrough JW</searchLink>; Depression and Anxiety Center for Discovery and Treatment, Department of Psychiatry, Icahn School of Medicine of Mount Sinai, New York, NY, United States.; Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, United States.; VISN 2 Mental Illness Research, Education, and Clinical Center (MIRECC), James J. Peters VA Medical Center, Bronx, NY, United States.<br /><searchLink fieldCode="AU" term="%22Lin+AL%22">Lin AL</searchLink>; Department of Radiology, Division of Biological Sciences, and Institute for Data Science and Informatics, University of Missouri, Columbia, MO, United States.<br /><searchLink fieldCode="AU" term="%22Balchandani+P%22">Balchandani P</searchLink>; Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, United States.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101545006%22">Frontiers in psychiatry</searchLink> [Front Psychiatry] 2026 Mar 24; Vol. 17, pp. 1747824. <i>Date of Electronic Publication: </i>2026 Mar 24 (<i>Print Publication: </i>2026).
– 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="%22Frontiers+Research+Foundation%22">Frontiers Research Foundation </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101545006 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>1664-0640 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2216640640%22">16640640 </searchLink><i>NLM ISO Abbreviation: </i>Front Psychiatry <i>Subsets: </i>PubMed not MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41953087
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3389/fpsyt.2026.1747824
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: 1747824
    Titles:
      – TitleFull: Machine learning framework for depression subtype grouping: integrating high-resolution imaging and clinical symptom analysis via correlation and clustering.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Verma G
      – PersonEntity:
          Name:
            NameFull: Jacob Y
      – PersonEntity:
          Name:
            NameFull: Morris LS
      – PersonEntity:
          Name:
            NameFull: Xing X
      – PersonEntity:
          Name:
            NameFull: Delman BN
      – PersonEntity:
          Name:
            NameFull: Murrough JW
      – PersonEntity:
          Name:
            NameFull: Lin AL
      – PersonEntity:
          Name:
            NameFull: Balchandani P
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 24
              M: 03
              Text: 2026 Mar 24
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 1664-0640
          Numbering:
            – Type: volume
              Value: 17
          Titles:
            – TitleFull: Frontiers in psychiatry
              Type: main
ResultId 1