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Replication code for 'The IQ-Motion Confound in Multi-Site Autism fMRI May Be Inflated by Site-Correlated Measurement Uncertainty' (Soliman, 2026). Errors-in-variables correction via Probability Cloud Regression on ABIDE-I.