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Distinct and common neural coding of semantic and non-semantic control demands

Zhiyao Gao, Li Zheng, Rocco Chiou, André Gouws, Katya Krieger‐Redwood, Xiuyi Wang, Dominika Varga, Matthew A. Lambon Ralph, Jonathan Smallwood, Elizabeth Jefferies

2021NeuroImage82 citationsDOIOpen Access PDF

Abstract

The flexible retrieval of knowledge is critical in everyday situations involving problem solving, reasoning and social interaction. Current theories emphasise the importance of a left-lateralised semantic control network (SCN) in supporting flexible semantic behaviour, while a bilateral multiple-demand network (MDN) is implicated in executive functions across domains. No study, however, has examined whether semantic and non-semantic demands are reflected in a common neural code within regions specifically implicated in semantic control. Using functional MRI and univariate parametric modulation analysis as well as multivariate pattern analysis, we found that semantic and non-semantic demands gave rise to both similar and distinct neural responses across control-related networks. Though activity patterns in SCN and MDN could decode the difficulty of both semantic and verbal working memory decisions, there was no shared common neural coding of cognitive demands in SCN regions. In contrast, regions in MDN showed common patterns across manipulations of semantic and working memory control demands, with successful cross-classification of difficulty across tasks. Therefore, SCN and MDN can be dissociated according to the information they maintain about cognitive demands.

Topics & Concepts

Semantic memoryComputer scienceCognitive psychologySemantic networkCognitionCoding (social sciences)Artificial neural networkSemantic integrationNatural language processingPsychologyUnivariateControl (management)Artificial intelligenceSemantic computingMultivariate statisticsMachine learningSemantic WebNeuroscienceStatisticsMathematicsEEG and Brain-Computer InterfacesFunctional Brain Connectivity StudiesNeural and Behavioral Psychology Studies
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