Size matters to a model's fit.

There are many means of objectively assessing the accuracy or performance of a prediction model estimated using standard logistic regression. Most of the common objective measures evaluate either discrimination or calibration (1). Discrimination is the ability of a prediction model to distinguish be

[1]  G. Apolone,et al.  One model, several results: the paradox of the Hosmer-Lemeshow goodness-of-fit test for the logistic regression model. , 2000, Journal of epidemiology and biostatistics.

[2]  Erik Pulkstenis,et al.  Two goodness‐of‐fit tests for logistic regression models with continuous covariates , 2002, Statistics in medicine.

[3]  Joseph G. Pigeon,et al.  A cautionary note about assessing the fit of logistic regression models , 1999 .

[4]  A. Tsiatis A note on a goodness-of-fit test for the logistic regression model , 1980 .

[5]  J. Zimmerman,et al.  Assessing the calibration of mortality benchmarks in critical care: The Hosmer-Lemeshow test revisited* , 2007, Critical care medicine.

[6]  J A Swets,et al.  Measuring the accuracy of diagnostic systems. , 1988, Science.

[7]  D. Hosmer,et al.  A comparison of goodness-of-fit tests for the logistic regression model. , 1997, Statistics in medicine.

[8]  Oliver Kuss,et al.  Global goodness‐of‐fit tests in logistic regression with sparse data , 2002, Statistics in medicine.

[9]  J. Hanley,et al.  A method of comparing the areas under receiver operating characteristic curves derived from the same cases. , 1983, Radiology.

[10]  S R Lipsitz,et al.  A Global Goodness‐of‐Fit Statistic for Cox Regression Models , 1999, Biometrics.

[11]  Andreas Valentin,et al.  Ratios of observed to expected mortality are affected by differences in case mix and quality of care , 2000, Intensive Care Medicine.

[12]  J. Hanley,et al.  The meaning and use of the area under a receiver operating characteristic (ROC) curve. , 1982, Radiology.

[13]  D. Hosmer,et al.  Goodness of fit tests for the multiple logistic regression model , 1980 .

[14]  S. Lemeshow,et al.  Modeling the severity of illness of ICU patients. A systems update. , 1994, JAMA.

[15]  Erik Pulkstenis,et al.  Goodness‐of‐fit tests for ordinal response regression models , 2004, Statistics in medicine.

[16]  Nils Lid Hjort,et al.  Goodness‐of‐fit processes for logistic regression: simulation results , 2002, Statistics in medicine.