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We found that the accuracy of the population read-out for the identity of the previously categorized stimuli varied with the categorization difficulty at each boundary.
We generated a congruency index to quantify, across subjects, the categorization difficulty for each word.
We asked if caudate neurons encoded category-irrelevant features of otherwise relevant stimuli and whether the post-decision evaluation of the irrelevant information reflected categorization difficulty.
This region has been implicated in phonological processing and phonemic categorization, with the level of activation increasing as a function of categorization difficulty (Binder et al. 2004; Blumstein et al. 2005; Myers et al. 2009).
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The categorization task difficulty differentially influenced subjects' reaction times and adaptation on a trial-by-trial basis.
Our analysis of subject's congruency between online and offline word categorizations, suggests that it is not the word category itself that causes interference but rather the difficulty of categorization.
This would relate the frequency of categorization errors to task difficulty; for example, when a stimulus is highly ambiguous or uncertain, the perceptual free energy landscape is flat (perceptual uncertainty is related to the local curvature of perceptual free energy; see equations 5 and 6 of the companion paper).
Despite the difficulty in categorization of patient groups these data were the best available clinical data.
Both Female Biography and Hays herself have continually presented difficulties in categorization: not quite Enlightenment, not quite Victorian either.
The reason for this categorization was that having major hearing difficulties should involve some difficulty in all three situations or major difficulty in at least one situation plus some difficulty in another situation [ 26].
The most conspicuous difficulty with the categorization comes with crafts and sculpture.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com