These are some considerations to make when selecting a linear model:
Comparing linear models for the same dataset is the only way to go.
Look for a model with a high R2 adjusted.
Ascertain that the residuals in this model are evenly distributed around zero.
Ascertain that the model's faults are contained within a narrow bandwidth.