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Assume you were performing text classification, and it is critically important that if you say a document belongs to category A, it actually does belong

Assume you were performing text classification, and it is critically important that if you say a document belongs to category A, it actually does belong to category A. In this case, which evaluation metric is most important?

Precision

None of the above

Accuracy

Recall

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