Table 5.
Comparison of fractional polynomials and splines
| Fractional polynomial | Linear splines |
|---|---|
| Automated procedure for selecting the best-fitting model | ‘Rule of thumb’ – no consensus on the best method to choose the number and position of knot points |
| Needs constant term (fixed and random effect), plus 1 fixed and 1 random effect per degree (e.g. a 2nd-degree polynomial needs 3 fixed effects and 3 random effects) | Needs constant term (fixed and random effect), plus 1 fixed and 1 random effect, plus 1 fixed and random effect per knot point (e.g. a model with 2 knot points requires 4 fixed and 4 random effects) |
| Smooth curve | Biologically implausible broken-stick model |
| Harder to interpret coefficients directly | Easy to interpret coefficients |