High‐order attention mechanism of MR imaging features predicts differential diagnosis for dementia

We propose novel differential scores based on AD signature features, incorporating high-order attention mechanism learned from amyloid/tau pathology predicting model and inter-feature relationships. The proposed high-order attention mechanism enabled extraction of precise features with higher predictive power for AD pathologies, while capturing feature importances reflecting their mutual relationships.