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This paper proposes a leakage-safe diagnostic to test whether quality-aware multimodal fusion methods actually use reliability scores during inference, by permuting these scores across test examples. Experiments on StressID and CMU-MOSEI show that shuffled reliability scores leave performance unchanged, indicating that quality signals only influence decisions when they reliably predict unimodal correctness.