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The root mean square deviation (RMSD) approach is commonly used with an arbitrary cutoff. We investigated the efficacy of various RMSD cutoffs and proposed a model-based approach to select an appropriate cutoff for RMSD for multi-group DIF detection. Researchers can use our proposed model to choose the right RMSD cutoff.