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External validation of binary machine learning models for pain intensity perception classification from EEG in healthy individuals

Discrimination of pain intensity using machine learning (ML) and electroencephalography (EEG) has significant potential for clinical applications, especially in scenarios where self-report is unsuitable. However, existing research is limited due to a lack of external validation (assessing performanc...

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Detalles Bibliográficos
Autores principales: Mari, Tyler, Asgard, Oda, Henderson, Jessica, Hewitt, Danielle, Brown, Christopher, Stancak, Andrej, Fallon, Nicholas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9816165/
https://www.ncbi.nlm.nih.gov/pubmed/36604453
http://dx.doi.org/10.1038/s41598-022-27298-1