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The curious case of the test set AUROC - Nature Machine Intelligence

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The curious case of the test set AUROC - Nature Machine Intelligence

The area under the receiver operating characteristic curve (AUROC) of the test set is used throughout machine learning (ML) for assessing a model's performance. However, when concordance is not the only ambition, this gives only a partial insight into performance, masking distribution shifts of model outputs and model instability.

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The curious case of the test set AUROC - Nature Machine Intelligence

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The curious case of the test set AUROC - Nature Machine Intelligence

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