Machine learning-based donor permission extraction from informed consent documents

BMC Bioinformatics

Table 2 Average model performances for relevance prediction based on test set

	Precision	Recall	F1-score	Training time(s)
RF (complete)	0.76	0.80	0.78	2478
RF (cropped)	0.85	0.76	0.80	1578
Linear SVM (complete)	0.59	0.81	0.61	0.8145
Linear SVM (cropped)	0.69	0.83	0.74	0.4923
Poly SVM (complete)	0.60	0.74	0.63	9314
Poly SVM (cropped)	0.83	0.79	0.81	4312
RBF SVM (complete)	0.61	0.73	0.64	4612
RBF SVM (cropped)	0.59	0.64	0.62	3768

ISSN: 1471-2105