Table 4 Evaluation of different text genres
From: KnowLife: a versatile approach for constructing a large knowledge graph for biomedical sciences
Relation | Precision | Harvested facts | ||||||
|---|---|---|---|---|---|---|---|---|
Encyclopedic | Scientific | Encyclopedic + | Encyclopedic + | Encyclopedic | Scientific | Encyclopedic + | Encyclopedic + | |
sources | sources | scientific | scientific + | sources | sources | scientific | scientific + | |
sources | social sources | sources | social sources | |||||
Affects | 0.855 ±0.047 | 0.762 ±0.049 | 0.825 ±0.047 | 0.767 ±0.048 | 1,278 | 450 | 2,388 | 5,053 |
Aggravates | 0.810 ±0.041 | 0.459 ±0.044 | 0.829 ±0.049 | 0.785 ±0.049 | 130 | 371 | 432 | 708 |
Alleviates | 0.953 ±0.039 | 0.735 ±0.048 | 0.786 ±0.046 | 0.736 ±0.048 | 903 | 4,433 | 4,530 | 6,790 |
Causes | 0.904 ±0.039 | 0.674 ±0.049 | 0.801 ±0.049 | 0.792 ±0.049 | 28,119 | 19,203 | 47,463 | 62,407 |
Complication | 0.917 ±0.039 | 0.397 ±0.049 | 0.897 ±0.041 | 0.869 ±0.046 | 1,011 | 1,475 | 1,524 | 1,566 |
Contraindicates | 0.874 ±0.048 | 0.710 ±0.000 | 0.961 ±0.030 | 0.908 ±0.048 | 512 | 49 | 1,808 | 1,831 |
CreatesRisk | 0.878 ±0.047 | 0.569 ±0.049 | 0.720 ±0.040 | 0.620 ±0.049 | 4,407 | 24,695 | 18,508 | 32,211 |
Diagnoses | 0.964 ±0.035 | 0.839 ±0.049 | 0.860 ±0.048 | 0.840 ±0.047 | 813 | 5,920 | 4,832 | 9,743 |
Interacts | 0.964 ±0.035 | 0.709 ±0.000 | 0.965 ±0.034 | 0.957 ±0.034 | 164,912 | 103 | 164,912 | 164,912 |
IsSymptom | 0.891 ±0.042 | 0.482 ±0.050 | 0.858 ±0.048 | 0.694 ±0.048 | 4,878 | 2,320 | 6,395 | 11,017 |
ReducesRisk | 0.797 ±0.045 | 0.637 ±0.046 | 0.762 ±0.048 | 0.751 ±0.049 | 1,712 | 4,684 | 4,489 | 5,865 |
SideEffect | 0.956 ±0.038 | 0.826 ±0.000 | 0.964 ±0.035 | 0.971 ±0.026 | 270,600 | 139 | 270,709 | 271,416 |
Treats | 0.850 ±0.048 | 0.581 ±0.045 | 0.898 ±0.041 | 0.566 ±0.048 | 11,915 | 9,318 | 14,699 | 35,803 |
Aggregated ∗ | 0.951 | 0.630 | 0.933 | 0.892 | 491,190 | 73,160 | 542,689 | 609,322 |