Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
single answer to the variable selection problem, although several different subsets might be equally good for regression purposes. Last but not least, there is room for selection bias since selection is done based on cross-correlations, not on biology. A funny comparison I read many years ago is