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- Why calibrate machine learning models?A machine learning model’s prediction for disease diagnosis is a risk score ranging from 0 to 1. We impose a decision threshold value to transform it into a Yes/No diagnosis. For example, we call cancer if the score is larger than 0.6, and non-cancer if otherwise. How well can you trust the score? In this… Read more: Why calibrate machine learning models?