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Table 7 Performance of NEAT versus baselines in Side Effect Discovery of Ibuprofen, Levothyroxine, and Metoformin

From: Neural side effect discovery from user credibility and experience-assessed online health discussions

Methods Ibuprofen Levothyroxine Metoformin
  Pre. Rec. F1 Pre. Rec. F1 Pre. Rec. F1
RF 0.583 0.414 0.474 0.319 0.401 0.347 0.48 0.647 0.491
uNEAT 0.859 0.371 0.487 0.505 0.349 0.404 0.798 0.361 0.497
NEAT 0.845 0.427 0.536 0.549 0.385 0.443 0.814 0.365 0.504
  1. In the Methods column, RF denotes Random Forest baseline from Bag-of-word, and uNEAT denotes User permutation baseline from NEAT. Pre., Rec. and F1 denote Precision, Recall, and F1 score, respectively.