In medical research, we are often interested in the relationship between a particular outcome variable and one or more predictor variables, for example the relationship between clinical outcome and patient characteristics or treatment modalities. Several regression methods are available to investigate such associations. Choosing the appropriate method can sometimes be challenging for investigators. [...]