. 2022 Dec 30;12:22611. doi: 10.1038/s41598-022-27079-w

Table 3.

Single DogFACS variable predictive performance.

Model	DogFACS variables	Test	Train	Positive (test)	Negative
Decision tree/ XGBoost/ Random forest	Eyes up (1)	0.71	0.71	0.68	0.69	0.68	0.70	0.73	0.71
Decision tree/ XGBoost/ Random forest	Ears flattener (1)	0.66	0.67	0.66	0.62	0.64	0.64	0.67	0.67

Model

DogFACS variables

Test

Train

Positive (test)

Negative

Accuracy

Precision

Recall

Precision

Recall

Decision tree/ XGBoost/

Random forest

Eyes up (1)

0.71

0.68

0.69

0.68

0.70

0.73

0.71

Decision tree/ XGBoost/

Random forest

Ears flattener (1)

0.66

0.67

0.66

0.62

0.64

0.67