How robustly do multivariate EEG patterns track individual-subject lexico-semantic processing of visual stimuli?

被引:3
作者
Petit, Selene [1 ]
Brown, Alyse [1 ]
Jessen, Emil Trenckner [1 ]
Woolgar, Alexandra [1 ]
机构
[1] Univ Cambridge, MRC Cognit & Brain Sci Unit, Cambridge, England
基金
英国医学研究理事会; 英国惠康基金;
关键词
Electroencephalography; semantic processing; MVPA; EPOC plus; N400; N400; DISORDERS; COMPONENT; PICTURES; WORDS;
D O I
10.1080/23273798.2023.2177315
中图分类号
R36 [病理学]; R76 [耳鼻咽喉科学];
学科分类号
100104 ; 100213 ;
摘要
Electroencephalography may be a valuable tool for assessing lexico-semantic processing in conditions where behavioural measures are unreliable. Detecting and quantifying effects in individuals is crucial for clinical applications, but individual-subject analyses are frequently not reported, and are hampered by low signal-to-noise. Multivariate analyses (MVPA) may be more sensitive than traditional approaches, so we asked how robustly they could detect differential neural responses to semantically matched and mismatched word/picture pairs in individuals. With clinical application in mind, we compared data from a research-grade EEG system to concurrently recorded data from the wireless Emotiv EPOC + . In both EEG systems, despite robust group-level effects, we only detected statistically significant processing of lexico-semantic condition in 50% of individuals. Surprisingly, detection rates were similar for MVPA and univariate analyses. MVPA may be advantageous when individual responses are heterogeneous, but in this simple paradigm, lexico-semantic processing could not be reliably detected at the individual level.
引用
收藏
页码:1134 / 1148
页数:15
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