Table 2. Output of the simplified cumulative link mixed model.
Coef | S.E. | Wald Z | P | ||
Threshold coefficients | Present to common | −2.59 | 0.09 | −27.91 | – |
Common to very dense | −0.02 | 0.08 | −0.25 | – | |
Fixed effects | Lantana (Common) | −0.09 | 0.25 | −0.36 | 0.72 |
Lantana (Very Dense) | 2.32 | 0.35 | 6.52 | <0.001 | |
Lag | −2.74 | 0.18 | −14.84 | <0.001 | |
Rainfall | 0.38 | 0.12 | 3.19 | 0002 | |
Fire frequency | 0.48 | 0.19 | 2.49 | 0.01 | |
Basal area (trees) | 0.03 | 0.02 | 2.05 | 0.04 | |
Helicteres isora | −0.06 | 0.02 | −3.44 | 0.001 | |
TWI | 0.60 | 0.02 | 34.10 | <0.001 | |
Rainfall × TWI | 0.65 | 0.28 | −2.32 | 0.02 | |
Rainfall × Fire frequency | −0.11 | 0.02 | −6.13 | <0.001 | |
Random effect | Variance | Std. Dev. | |||
Spatial cluster | 5.65 | 2.38 |
All predictors, corresponding to the time step immediately before that of the current time step, were scaled by subtracting the mean and dividing by the standard deviation in order to make them comparable. The overall predictability of the model was high, with a gamma score of 0.78. TWI – topographic wetness index of a cell, ‘×’ – interactions between factors.