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Keyword: brain state classification ×Clear all

2 claims from 1 paper

1. Neuroscience › Functional Brain Connectivity Studies

   Decoding Subject-Driven Cognitive States with Whole-Brain Connectivity Patterns

   Shirer, Ryali, Rykhlevskaia, Menon and Greicius · Cerebral Cortex · 2011

   The authors trained a classifier on whole-brain functional connectivity to decode four self-generated mental states, reporting 84% accuracy in cross-validation and 85% in a second, independent cohort.

   Unchecked2 claims
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   1. UncheckedA classifier trained on whole-brain connectivity identified four subject-driven cognitive states with 85% accuracy in a second, independent group of people.“More critically, the classifier achieved 85% accuracy when identifying these states in a second, independent cohort of subjects.”
   2. UncheckedAt every run length tested, 90 functionally defined brain regions classified cognitive states better than 112 commonly used structural regions.“At all temporal intervals assessed, the 90 functionally defined ROIs outperformed a set of 112 commonly used structural ROIs in classifying cognitive states.”