Table 1

Updating methods for prediction models11 12

MethodUpdating methodReason for updating
0No adjustment (the original prediction model)
1Adjustment of the intercept (baseline risk)Difference in the outcome frequency (prevalence or incidence) between development and validation sample
2Method 1 + adjustment of all predictor regression coefficients by one overall adjustment factorRegression coefficients of the original model are overfitted (or underfitted)
3Method 2 + extra adjustment of regression coefficients for predictors with different strength in the validation sample as compared with the development sampleAs in method 2, and the strength (regression coefficient) of one or more predictors may be different in the validation sample
4Method 2 + stepwise selection of additional predictorsAs in method 2, and one or more potential predictors were not included in the original model, or a newly discovered marker may need to be added
5Re-estimation of all regression coefficients, using the data of the validation sample onlyThe strength of all predictors may be different in the validation sample, or the validation sample is much larger than the development sample
6Method 5 + stepwise selection of additional predictorsAs in method 5, and one or more potential predictors were not included in the original model