Skip to main content
. 2017 Nov 6;2017:bax083. doi: 10.1093/database/bax083

Table 9.

Example of term expansion with embedding vectors trained on different corpora

Term bioCADDIE
PMC
Medline
Expansion Score Expansion Score Expansion Score
Cancer Carcinoma 0.737 Carcinoma 0.674 Breast 0.889
Cancers 0.720 Tumor 0.616 Cancers 0.855
Adenocarcinoma 0.669 Cancers 0.585 Prostate 0.801
Malignancies 0.626 Tumour 0.583 Colorectal 0.794
Lymphoma 0.621 Glioma 0.559 Tumor 0.779
Tumor 0.616 Carcinomas 0.545 Carcinoma 0.773
Transplantation 0.613 Melanoma 0.534 Tumorigenesis 0.761
Transplant 0.570 Tumorigenesis 0.532 Tumors 0.754
Myeloma 0.563 Carcinogenesis 0.530 Metastasis 0.745
Carcinogenesis 0.559 Glioblastoma 0.520 Tumour 0.733
Human Bovine 0.553 Mammalian 0.582 Mouse 0.756
Porcine 0.542 Murine 0.441 Mammalian 0.711
Murine 0.526 Rat 0.428 Also 0.661
Mouse 0.518 Vertebrate 0.417 Humans 0.661
Humans 0.486 Preeclamptic 0.400 Murine 0.656
Mammalian 0.483 Pompe 0.396 Present 0.650
Rat 0.483 Hepa1 0.392 Report 0.644
Chicken 0.471 Chicken 0.388 Function 0.641
Tissue 0.456 gpr84 0.380 Functional 0.632
Cellular 0.456 Cyprinid 0.373 Well 0.625
Repair Closure 0.515 Repairthe 0.597 Damage 0.794
Metabolism 0.510 Replication 0.570 Excision 0.764
Formation 0.509 ssbr 0.543 Double-strand 0.727
Grafting 0.504 Repairing 0.540 Nucleotide-excision 0.723
Implantation 0.502 Damage 0.516 Damaged 0.717
Reconstruction 0.498 Regeneration 0.499 Breaks 0.715
Autologous 0.489 Healing 0.498 mus7 0.699
Testing 0.474 Detoxification 0.493 dsb 0.697
Mobilization 0.469 Resection 0.489 Helix-distorting 0.681
Remodeling 0.468 Processing 0.479 Post-replication 0.679