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Scaffold glm module #15

@sdiebolt

Description

@sdiebolt

Describe the new feature you'd like

Create the confusius.glm module for general linear model analysis of fUSI data,
following the nilearn design pattern.

Planned scope (alpha)

  • FirstLevelModel: fit a voxel-wise GLM given a design matrix (stimuli
    convolved with an HRF, confound regressors) and return contrast maps as
    xr.DataArray.
  • SecondLevelModel: fit a group-level GLM over a collection of first-level
    contrast maps (e.g., fixed-effects or mixed-effects across subjects/sessions).
  • Design matrix helpers: build first-level design matrices from stimulus
    paradigms (onset/duration/amplitude), HRF convolution, and confound columns.

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