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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.