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Doctors have been utilizing a sophisticated AI-driven cognitive solution to help with diagnosing illnesses. The AI system is integrated with several medical databases. This allowed the AI system to learn from new patient data and adapt to the latest medical knowledge and practices. The final project report indicated that the AI model had degraded over time which impacted reliability and effectiveness. The AI system must comply with healthcare regulations from various countries. What is the likely cause for the degradation issue?
Correct Answer: A
Data drift occurs when the characteristics of real-world patient data or medical knowledge change over time, causing the model's learned patterns to become less reliable. In a healthcare diagnostic system that continuously adapts to new data and changing medical practices, drift can reduce overall model accuracy and degrade performance.