BUGFIX: now not commit subject thumbs till end
removed smoothing
BUGFIX: change var name output_dir to _output_dir to avoid conflict with joblib.Memory back-end magic
ENH: reduced n_jobs in call to joblib.Parallel on execute_glm(..) function