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SVM provided the highest accuracy of 77.17% with 81.97% sensitivity and 67.74% specificity. Our results indicate the potential of machine learning + dual-task assessment to enable early diagnosis of cognitive decline before it advances to dementia and AD, so that early intervention or prevention strategies can be initiated.Music is a medium for people to convey and express information, and different music styles show distinct effects on the emotion and cognitive activities of human brain. The construal level denotes the abstract level o