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This paper quantifies the sensitivity of established evaluation metrics to variations in reporting practices and introduces a radiologist-informed taxonomy of variations in radiology reporting practice and a method (ReRef) that rewrites reference reports along the axes of the authors' taxonomy while preserving clinical interpretation.