Predictive Facial Aging Simulation System with Multi-Rate Causal Time-Series Engine Ingesting Minute-Level Wearable and Weekly Scan Data Personalized Intervention Lag Function Learning with Physiologically-Constrained Parameters Exposome Integration Module Mapping Environmental Factors to Zone-Specific Risk Multipliers Bio-Aesthetic Feedback Loop Correlating rPPG-Derived Stress Signals with Facial Inflammatory Markers Counterfactual Projection Engine with Adherence-Weighted Confidence Bounds and

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