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Calibration of Proportional Hazards and Accelerated Failure Time Models
Abstract:Given a prognostic model based on one population, one may ask: Can this model be used to accurately predict disease in a different population? When the underlying rate of disease differs in the new population, the model must be calibrated. van Houwelingen (2000 van Houwelingen , H. ( 2000 ). Validation, calibration, revision and combination of prognostic survival models . Statistics in Medicine 19 : 34013415 .[Crossref], [PubMed], [Web of Science ®] [Google Scholar]) considered this calibration problem focusing on proportional hazards models. We extend the validation by calibration to the log-logistic accelerated failure time model. We use calibration of proportional hazards models and log-logistic accelerated failure time models to examine whether a survival model based on the Framingham Heart Study can be applied to diverse studies around the world.
Keywords:Accelerated failure time  Calibration  Coronary heart disease  Diverse populations  Proportional hazards  Survival models
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