View in EDS HTML Full Text PDF Full Text

Machine learning classification of active viewing of pain and non-pain images using EEG does not exceed chance in external validation samples.

Saved in:
Bibliographic Details
Title: Machine learning classification of active viewing of pain and non-pain images using EEG does not exceed chance in external validation samples.
Authors: Mari T; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK. tyler.mari@liverpool.ac.uk., Ali SH; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK., Pacinotti L; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK., Powsey S; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK., Fallon N; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK.
Source: Cognitive, affective & behavioral neuroscience [Cogn Affect Behav Neurosci] 2025 Jun; Vol. 25 (3), pp. 814-831. Date of Electronic Publication: 2025 Feb 18.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 101083946 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1531-135X (Electronic) Linking ISSN: 15307026 NLM ISO Abbreviation: Cogn Affect Behav Neurosci Subsets: 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: 39966304
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Machine learning classification of active viewing of pain and non-pain images using EEG does not exceed chance in external validation samples.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Mari+T%22">Mari T</searchLink>; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK. tyler.mari@liverpool.ac.uk.<br /><searchLink fieldCode="AU" term="%22Ali+SH%22">Ali SH</searchLink>; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK.<br /><searchLink fieldCode="AU" term="%22Pacinotti+L%22">Pacinotti L</searchLink>; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK.<br /><searchLink fieldCode="AU" term="%22Powsey+S%22">Powsey S</searchLink>; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK.<br /><searchLink fieldCode="AU" term="%22Fallon+N%22">Fallon N</searchLink>; Department of Psychology, Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Bedford Street South, Liverpool, L69 7ZA, UK.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101083946%22">Cognitive, affective & behavioral neuroscience</searchLink> [Cogn Affect Behav Neurosci] 2025 Jun; Vol. 25 (3), pp. 814-831. <i>Date of Electronic Publication: </i>2025 Feb 18.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article; Research Support, Non-U.S. Gov't
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101083946 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1531-135X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215307026%22">15307026 </searchLink><i>NLM ISO Abbreviation: </i>Cogn Affect Behav Neurosci <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=39966304
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3758/s13415-025-01268-2
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: 814
    Titles:
      – TitleFull: Machine learning classification of active viewing of pain and non-pain images using EEG does not exceed chance in external validation samples.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Mari T
      – PersonEntity:
          Name:
            NameFull: Ali SH
      – PersonEntity:
          Name:
            NameFull: Pacinotti L
      – PersonEntity:
          Name:
            NameFull: Powsey S
      – PersonEntity:
          Name:
            NameFull: Fallon N
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 06
              Text: 2025 Jun
              Type: published
              Y: 2025
          Identifiers:
            – Type: issn-electronic
              Value: 1531-135X
          Numbering:
            – Type: volume
              Value: 25
            – Type: issue
              Value: 3
          Titles:
            – TitleFull: Cognitive, affective & behavioral neuroscience
              Type: main
ResultId 1