Individual prediction tendencies do not generalise across modalities

Juliane Schubert*, Nina Süß, Nathan Weisz

*Korrespondierende/r Autor/-in für diese Arbeit

Publikation: Working paper/PreprintPreprint

Abstract

Predictive processing theories, which model the brain as a “prediction machine”, explain a wide range of cognitive functions, including learning, perception and action. Furthermore, it is increasingly accepted that aberrant prediction tendencies play a crucial role in psychiatric disorders. Given this explanatory value for clinical psychiatry, prediction tendencies are often implicitly conceptualised as individual traits or as tendencies that generalise across situations. As this has not yet explicitly been shown, in the current study, we quantify to what extent the individual tendency to anticipate sensory features of high probability generalises across modalities. Using magnetoencephalography (MEG), we recorded brain activity while participants were presented a sequence of four different (either visual or auditory) stimuli, which changed according to predefined transitional probabilities of two entropy levels: ordered vs. random. Our results show that, on a group-level, under conditions of low entropy, stimulus features of high probability are preactivated in the auditory but not in the visual modality. Crucially, the magnitude of the individual tendency to predict sensory events seems not to correlate between the two modalities. Furthermore, reliability statistics indicate poor internal consistency, suggesting that the measures from the different modalities are unlikely to reflect a single, common cognitive process. In sum, our findings suggest that quantification and interpretation of individual prediction tendencies cannot be generalised across modalities.
OriginalspracheEnglisch
Herausgeber/in (Verlag)bioRxiv
Seitenumfang24
DOIs
PublikationsstatusVeröffentlicht - 24 Juni 2023

Systematik der Wissenschaftszweige 2012

  • 501 Psychologie

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