Author/Editor     Van Geloven, Nan; Giardiello, Daniele; Bonneville, Edouard F; Teece, Lucy; Ramspek, Chava L; Van Smeden, Maarten; Snell, Kym I E; Van Calster, Ben; Pohar Perme, Maja
Title     Validation of prediction models in the presence of competing risks
Type     članek
Vol. and No.     , št. Vol. 377
Publication year     2022
Volume     str. 1-7
ISSN     1756-1833 - British medical journal (Clinical research ed.) (Online)
Language     eng
Abstract     Thorough validation is pivotal for any prediction model before it can be advocated for use in medical practice. For time-to-event outcomes such as breast cancer recurrence, death from other causes is a competing risk. Model performance measures must account for such competing events. In this article, we present a comprehensive yet accessible overview of performance measures for this competing event setting, including the calculation and interpretation of statistical measures for calibration, discrimination, overall prediction error, and clinical usefulness by decision curve analysis. All methods are illustrated for patients with breast cancer, with publicly available data and R code.
Keywords     statistics
medicine
validation of prediction models
statistika
medicina
validacija napovednih modelov