Timely diagnosis is crucial in dementia care, yet there exists a gap in integrated knowledge and fragmented healthcare data, hindering comprehensive risk factor analysis and personalized interventions. Current healthcare approaches often adopt a generalized strategy, failing to account for individual differences in genetics, lifestyle, and environmental factors.