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Selecting controls that match cases on risk factors for the outcome is a pervasive practice in biomarker research studies. Such matching, however, biases estimates of biomarker prediction performance. The magnitudes of these biases are unknown.

Biases Introduced by Choosing Controls to Match Risk Factors of Cases in Biomarker Research