IP is a novel Save--Soul (SoS) framework integrating , wearable devices, and edge-cloud computing to address secure, efficient, and scalable healthcare data management. The framework employs for advanced privacy and supports context-aware decision-making, enabling robust distributed operations. Formulated as an optimization problem, IMDSP-BSoS balances predictive performance, data security, latency, and scalability. It achieves strong results, including AUC of 100and 98% accuracy on the dataset, AUC of 0.9378 and 85% accuracy, and 94% accuracy for wearable sensor-based anomaly detection. With an 80ms latency, it ensures real-timlity, and efficiency, providing a transformative solution for modern healthcare data management.