Table A.3.

Best hyperparameters from grid search 5-fold cross-validation during training of the NLP models on the training set partition. Other model hyperparameters were kept as the defaults in sklearn version 0.20.3.

NLP Model	Hyperparameter	Value
Logistic Regression
Medial meniscus	C (regularization)	0.1
Lateral meniscus	C (regularization)	0.1
SVM
Medial meniscus	C (regularization)	10
	Gamma (Kernel coefficient)	0.001
Lateral meniscus	C (regularization)	10
	Gamma (Kernel coefficient)	0.001
Random Forest
Medial meniscus	Number of estimators	1000
	Max features	Square root of total number of features
Lateral meniscus	Number of estimators	1000
	Max features	Square root of total number of features