Calibration Factors for STS Risk Model Predictions: Why, How and When They Are Used.

Jin, Ruyun; Wang, Mansen; Grunkemeier, Gary L; Furnary, Anthony P · Ann Thorac Surg · 2022

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Abstract

The Society of Thoracic Surgeons (STS) Adult Cardiac Surgery Database is the world's premier adult cardiac surgery outcomes registry. This tutorial explains the following: how STS updates the risk models that are used to calculate the predicted risks of adverse events in the registry; why STS on a quarterly basis adjusts or "calibrates" the observed-to-expected ratios to equal 1 (O/E = 1), thereby effectively making the annual number of adverse events predicted by the model match the annual number of adverse events observed in the entire registry; the differences between the calibrated and uncalibrated O/E ratios; and how and when to use each.

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