Machine learning classification of active viewing of pain and non-pain images using EEG does not exceed chance in external validation samples.
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| Title: | Machine learning classification of active viewing of pain and non-pain images using EEG does not exceed chance in external validation samples. |
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| 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 |
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| ISSN: | 1531-135X |
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| DOI: | 10.3758/s13415-025-01268-2 |
