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. 2020 Jul 8;11:5. doi: 10.1186/s13326-020-00221-1

Table 7.

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

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

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.