Early identification of high risk patients is crucial for several reasons: - Preventive Care: Allows for timely interventions that can prevent complications. - Resource Allocation: Ensures that healthcare resources are used efficiently. - Personalized Care Plans: Enables the development of tailored care plans to meet specific needs.