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Matthews Correlation Coefficient (MCC)

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The Matthews Correlation Coefficient (MCC) comprehensively considers true positives, false positives, true negatives, and false negatives. Its value range is approximately [-1, 1], with higher values indicating greater consistency between predictions and ground truth labels. It is particularly suitable for binary classification tasks with highly imbalanced positive and negative samples. It is typically reported as a percentage or a score between 0 and 1, where higher values are better.

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