Hurdle and Generalized Additive Models

We show that the baryonic fraction and the rate of ionizing photons appear to have a larger impact on fesc than previously thought. A naive univariate analysis of the same problem would suggest smaller effects for these properties and a much larger impact for the specific star formation rate, which is lessened after accounting for other galaxy properties and non-linearities in the statistical model.