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These ROIs were selected solely on the basis of variation in pattern shapes for the group-averaged beta weights within the conjunction mask.
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For 18 out of 24 participants, the beta weights for the global assignment model were higher than the beta weights for the local assignment model.
Summary statistics were calculated from regressor beta weights at the group level, treating each beta weight as a random effect [ 48].
The beta weights indicate the contribution of the specific scale on the latent variable with larger weights having greater influence.
The resulting ROIs were used to extract beta weights from the one remaining subject for correlation analysis.
Using the participant-specific TTP, the 10 remaining beta weights were converted to the corresponding azimuth positions.
For each participant, parameter estimates (mean beta weights) were derived from the rostral MPFC (averaged over all voxels within a 4 mm radius sphere of the peak voxel: −10, 68, 20) and the more caudal MPFC (averaged over all voxels within a 4 mm radius sphere of the peak voxel: −8, 54, 30) for each of the four conditions (relative to the baseline).
Inspection of the beta weights revealed that RT increased as the sum of the decade digits increased.
For this we either averaged the beta weights for each TR to obtain the average activation time course, or submitted the beta weights for each TR to a cross-validated LDA classifier to obtain a classification accuracy time course.
In addition, the standardized beta weights suggested that intention was the sole variable significantly associated with MVPA.
Note that the beta weights of each vertex were normalized in the training data within a range of −1 to 1 prior to input to the SVM.
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