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Table 1 Structure of the various generalised linear mixed statistical models

From: Can metrics of acceleration provide accurate estimates of energy costs of locomotion on uneven terrain? Using domestic sheep (Ovis aries) as an example

 

Dependent variable

Model structure

Random factor

AIC

Model 1a

Oxygen consumption (V̇O2)-Intercept

VeDBA

ID

10.85*

Model 1b (null model)

Oxygen consumption (V̇O2)-Intercept

 

ID

11.45

Model 2a

Oxygen consumption (V̇O2)-Intercept

Speed:Pitch + Speed:Slope + Slope + Speed + Pitch

ID

13.79

Model 2b

Oxygen consumption (V̇O2)-Intercept

Speed:Slope + Slope + Speed + Pitch

ID

12.16

Model 2c

Oxygen consumption (V̇O2)-Intercept

Speed:Pitch + Slope + Speed + Pitch

ID

11.89

Model 2d

Oxygen consumption (V̇O2)-Intercept

Slope + Speed + Pitch

ID

10.16

Model 2e

Oxygen consumption (V̇O2)-Intercept

Speed + Pitch

ID

11.56

Model 2f

Oxygen consumption (V̇O2)-Intercept

Slope + Pitch

ID

12.64

Model 2g

Oxygen consumption (V̇O2)-Intercept

Speed + Slope

ID

8.46*

Model 2h

Oxygen consumption (V̇O2)-Intercept

Speed

ID

12.76

Model 2i

Oxygen consumption (V̇O2)-Intercept

Slope

ID

10.99

Model 3a

VeDBA

Speed:Slope + Pitch:Speed + Speed + Slope + Pitch

ID

− 123.80

Model 3b

VeDBA

Pitch:Speed + Speed + Slope + Pitch

ID

− 123.11

Model 3c

VeDBA

Speed:Slope + Speed + Slope + Pitch

ID

− 123.79

Model 3d

VeDBA

Speed:Slope + Pitch:Speed + Slope + Pitch

ID

− 57.77

Model 3e

VeDBA

Speed:Slope + Pitch:Speed + Speed + Pitch

ID

− 125.45

Model 3f

VeDBA

Speed:Slope + Pitch:Speed + Pitch

ID

− 59.69

Model 3g

VeDBA

Speed:Slope + Pitch:Speed + Speed

ID

− 125.44*

  1. In the table, ‘:’ denotes an interaction and ‘+’ denotes a main effect between two independent variables. An asterisk, *, denotes the final model used as defiled buy the lowest Akaike Information Criteria (AIC) value. The intercept was set at a value of 3.67 mL O2 kg−1 min−1 (measured resting V̇O2). For each model, a Gamma error family was used