Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
shows you only part of the picture. You can still obtain a reasonable high % of variance explanation even when the predictions are utterly wrong. Especially at the tails of the fitted line as you can see from the pictures above. Often, the metric of choice for evaluating a model is the AIC — the