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Table 5 Performance of the deep joint learning method on each type of FM information and relation

From: Family history information extraction via deep joint learning

 

Type

P

R

F

FM information recognition

FM (Maternal)

0.9412

0.9552

0.9481

FM (Paternal)

0.9286

0.7800

0.8478

FM (NA)

0.8452

0.8875

0.8659

Observation

0.8753

0.9146

0.8945

LSa

0.8418

0.9116

0.8753

Overall

0.8775

0.9030

0.8901

Relation Extraction

FM-LS

0.6084

0.6273

0.6177

FM- Observation

0.6451

0.6451

0.6451

Overall

0.6327

0.6392

0.6359

  1. aThe results are obtained according to the gold LS mentions, not the gold standard LSs for final evaluation, which are not provided. Therefore, the overall performance on FM information recognition does not cover LS