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{ |
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"lang":"en", |
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"name":"ner_bionlp13cg_md", |
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"version":"0.5.3", |
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"description":"Spacy Models for Biomedical Text.", |
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"author":"Allen Institute for Artificial Intelligence", |
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"email":"[email protected]", |
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"url":"https://allenai.github.io/SciSpaCy/", |
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"license":"CC BY-SA 3.0", |
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"spacy_version":">=3.6.1,<3.7.0", |
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"spacy_git_version":"458bc5f45", |
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"vectors":{ |
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"width":200, |
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"vectors":50000, |
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"keys":4087446, |
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"name":"en_core_sci_md.vectors" |
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}, |
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"labels":{ |
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"tok2vec":[ |
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|
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], |
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"tagger":[ |
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"$", |
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"''", |
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",", |
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"-LRB-", |
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"-RRB-", |
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".", |
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":", |
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"ADD", |
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"AFX", |
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"CC", |
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"CD", |
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"DT", |
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"EX", |
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"FW", |
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"HYPH", |
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"IN", |
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"JJ", |
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"JJR", |
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"JJS", |
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"LS", |
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"MD", |
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"NFP", |
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"NN", |
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"NNP", |
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"NNPS", |
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"NNS", |
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"PDT", |
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"POS", |
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"PRP", |
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"PRP$", |
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"RB", |
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"RBR", |
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"RBS", |
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"RP", |
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"SYM", |
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"TO", |
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"UH", |
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"VB", |
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"VBD", |
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"VBG", |
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"VBN", |
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"VBP", |
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"VBZ", |
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"WDT", |
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"WP", |
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"WP$", |
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"WRB", |
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"XX", |
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"``" |
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], |
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"attribute_ruler":[ |
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|
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], |
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"lemmatizer":[ |
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|
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], |
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"parser":[ |
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"ROOT", |
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"acl", |
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"acl:relcl", |
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"acomp", |
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"advcl", |
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"advmod", |
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"amod", |
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"amod@nmod", |
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"appos", |
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"attr", |
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"aux", |
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"auxpass", |
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"case", |
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"cc", |
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"cc:preconj", |
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"ccomp", |
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"compound", |
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"compound:prt", |
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"conj", |
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"cop", |
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"csubj", |
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"dative", |
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"dep", |
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"det", |
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"det:predet", |
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"dobj", |
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"expl", |
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"intj", |
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"mark", |
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"meta", |
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"mwe", |
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"neg", |
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"nmod", |
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"nmod:npmod", |
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"nmod:poss", |
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"nmod:tmod", |
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"nsubj", |
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"nsubjpass", |
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"nummod", |
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"parataxis", |
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"pcomp", |
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"pobj", |
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"preconj", |
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"predet", |
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"prep", |
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"punct", |
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"quantmod", |
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"xcomp" |
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], |
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"ner":[ |
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"AMINO_ACID", |
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"ANATOMICAL_SYSTEM", |
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"CANCER", |
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"CELL", |
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"CELLULAR_COMPONENT", |
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"DEVELOPING_ANATOMICAL_STRUCTURE", |
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"GENE_OR_GENE_PRODUCT", |
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"IMMATERIAL_ANATOMICAL_ENTITY", |
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"MULTI_TISSUE_STRUCTURE", |
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"ORGAN", |
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"ORGANISM", |
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"ORGANISM_SUBDIVISION", |
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"ORGANISM_SUBSTANCE", |
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"PATHOLOGICAL_FORMATION", |
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"SIMPLE_CHEMICAL", |
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"TISSUE" |
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] |
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}, |
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"pipeline":[ |
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"tok2vec", |
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"tagger", |
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"attribute_ruler", |
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"lemmatizer", |
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"parser", |
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"ner" |
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], |
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"components":[ |
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"tok2vec", |
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"tagger", |
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"attribute_ruler", |
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"lemmatizer", |
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"parser", |
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"ner" |
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], |
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"disabled":[ |
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|
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], |
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"performance":{ |
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"tag_acc":0.0, |
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"lemma_acc":0.0, |
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"dep_uas":0.0, |
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"dep_las":0.0, |
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"dep_las_per_type":0.0, |
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"sents_p":0.0, |
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"sents_r":0.0, |
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"sents_f":0.0, |
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"ents_f":0.7808239261, |
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"ents_p":0.7980221756, |
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"ents_r":0.7643513203, |
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"ents_per_type":{ |
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"SIMPLE_CHEMICAL":{ |
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"p":0.7573333333, |
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"r":0.6439909297, |
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"f":0.6960784314 |
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}, |
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"ORGANISM":{ |
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"p":0.8175675676, |
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"r":0.8432055749, |
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"f":0.8301886792 |
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}, |
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"MULTI_TISSUE_STRUCTURE":{ |
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"p":0.6422764228, |
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"r":0.5895522388, |
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"f":0.6147859922 |
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}, |
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"CANCER":{ |
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"p":0.7788235294, |
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"r":0.8193069307, |
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"f":0.7985524729 |
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}, |
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"GENE_OR_GENE_PRODUCT":{ |
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"p":0.8547750592, |
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"r":0.8155120482, |
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"f":0.8346820809 |
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}, |
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"CELL":{ |
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"p":0.7831325301, |
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"r":0.7707509881, |
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"f":0.7768924303 |
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}, |
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"ORGANISM_SUBSTANCE":{ |
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"p":0.7619047619, |
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"r":0.4848484848, |
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"f":0.5925925926 |
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}, |
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"ORGANISM_SUBDIVISION":{ |
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"p":0.75, |
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"r":0.5, |
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"f":0.6 |
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}, |
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"TISSUE":{ |
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"p":0.6543209877, |
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"r":0.6708860759, |
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"f":0.6625 |
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}, |
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"ORGAN":{ |
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"p":0.8088235294, |
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"r":0.8088235294, |
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"f":0.8088235294 |
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}, |
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"CELLULAR_COMPONENT":{ |
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"p":0.7244897959, |
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"r":0.7802197802, |
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"f":0.7513227513 |
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}, |
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"IMMATERIAL_ANATOMICAL_ENTITY":{ |
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"p":0.9090909091, |
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"r":0.5555555556, |
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"f":0.6896551724 |
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}, |
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"AMINO_ACID":{ |
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"p":0.6315789474, |
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"r":0.7741935484, |
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"f":0.6956521739 |
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}, |
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"PATHOLOGICAL_FORMATION":{ |
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"p":0.652173913, |
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"r":0.3409090909, |
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"f":0.447761194 |
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}, |
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"ANATOMICAL_SYSTEM":{ |
|
"p":1.0, |
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"r":0.6666666667, |
|
"f":0.8 |
|
}, |
|
"DEVELOPING_ANATOMICAL_STRUCTURE":{ |
|
"p":0.6666666667, |
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"r":0.4, |
|
"f":0.5 |
|
} |
|
}, |
|
"ner_loss":5887.003366243 |
|
}, |
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"sources":[ |
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"BIONLP13CG", |
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"OntoNotes 5", |
|
"Common Crawl", |
|
"GENIA 1.0" |
|
], |
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"requirements":[ |
|
|
|
] |
|
} |