Fig. 1.

A schematic of our approach to automated risk of bias prediction and supportive rationale extraction. This is an ensemble composed of two models that we have described at length elsewhere: a linear kernel multi-task SVM variant (MT-SVM; bottom) [10], and a rationale-augmented CNN (RA-CNN; top-k) [11]