RMS Multivariable Modeling Strategies

That’s a reasonable interpretation though I think you might sometimes reach the opposite conclusion. Better would be to use 4.1.2 after doing chunk tests of groups of collinear predictors. (But what to do with the results? Perhaps use sparse PCA instead of all this?).

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Thank you for the reply Professor, much appreciated!