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The importance rankings of each variable using the LASSO, ridge, decision tree, random forest, XGBoost, and MARS methods. This figure reveals that the anterior L4-5 and the anterior and posterior L1-2 disc heights are the three most important variables in terms of average ranking. * The top three most important variables.
