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{ |
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"lang":"es", |
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"name":"breast_cancer_ehr_ner", |
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"version":"0.0.0", |
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"description":"Breast Cancer Diagnosis NER model", |
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"author":"\u00c1lvaro Garc\u00eda Barrag\u00e1n", |
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"email":"[email protected]", |
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"url":"", |
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"license":"mit", |
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"spacy_version":">=3.5.0,<3.6.0", |
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"spacy_git_version":"Unknown", |
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"vectors":{ |
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"width":0, |
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"vectors":0, |
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"keys":0, |
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"name":null |
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}, |
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"labels":{ |
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"transformer":[ |
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|
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], |
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"ner":[ |
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"CANCER_CONCEPT", |
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"CANCER_EXP", |
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"CANCER_GRADE", |
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"CANCER_INTRTYPE", |
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"CANCER_LOC", |
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"CANCER_MET", |
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"CANCER_REC", |
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"CANCER_STAGE", |
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"CANCER_SUBTYPE", |
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"CANCER_TYPE", |
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"DATE", |
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"IMPLICIT_DATE", |
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"MOLEC_MARKER", |
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"SURGERY", |
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"TNM", |
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"TRAT", |
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"TRAT_DRUG", |
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"TRAT_FREQ", |
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"TRAT_INTERVAL", |
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"TRAT_QUANTITY", |
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"TRAT_SHEMA" |
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] |
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}, |
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"pipeline":[ |
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"transformer", |
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"ner" |
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], |
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"components":[ |
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"transformer", |
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"ner" |
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], |
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"disabled":[ |
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], |
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"performance":{ |
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"ents_f":0.9320658474, |
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"ents_p":0.9245630175, |
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"ents_r":0.9396914446, |
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"ents_per_type":{ |
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"CANCER_CONCEPT":{ |
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"p":0.9935897436, |
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"r":0.9627329193, |
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"f":0.9779179811 |
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}, |
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"CANCER_TYPE":{ |
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"p":0.9901960784, |
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"r":0.9901960784, |
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"f":0.9901960784 |
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}, |
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"CANCER_EXP":{ |
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"p":0.9568345324, |
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"r":1.0, |
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"f":0.9779411765 |
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}, |
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"CANCER_GRADE":{ |
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"r":0.9479166667, |
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"f":0.9191919192 |
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}, |
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"MOLEC_MARKER":{ |
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"r":0.9375, |
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"f":0.9333333333 |
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}, |
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"TNM":{ |
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"r":0.8951612903, |
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"f":0.8671875 |
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}, |
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"CANCER_STAGE":{ |
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"r":0.9130434783, |
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"f":0.9333333333 |
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}, |
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"CANCER_LOC":{ |
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"p":0.9247910864, |
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"r":0.9299719888, |
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"f":0.9273743017 |
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}, |
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"DATE":{ |
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"p":0.9378881988, |
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"r":0.9741935484, |
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"f":0.9556962025 |
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}, |
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"SURGERY":{ |
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"p":0.9081081081, |
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"r":0.9333333333, |
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"f":0.9205479452 |
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}, |
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"TRAT_DRUG":{ |
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"p":0.887755102, |
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"r":0.9775280899, |
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"f":0.9304812834 |
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}, |
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"TRAT_INTERVAL":{ |
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"p":0.9107142857, |
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"r":0.9272727273, |
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"f":0.9189189189 |
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}, |
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"IMPLICIT_DATE":{ |
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"f":0.7457627119 |
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}, |
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"TRAT":{ |
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"p":0.9135802469, |
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"r":0.9024390244, |
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"f":0.9079754601 |
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}, |
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"CANCER_REC":{ |
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"p":1.0, |
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"r":1.0, |
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"f":1.0 |
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}, |
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"CANCER_INTRTYPE":{ |
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"p":1.0, |
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"r":0.8888888889, |
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"f":0.9411764706 |
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}, |
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"CANCER_MET":{ |
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"p":0.9277108434, |
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"r":0.9277108434, |
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"f":0.9277108434 |
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}, |
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"TRAT_SHEMA":{ |
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"p":0.9333333333, |
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"r":1.0, |
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"f":0.9655172414 |
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}, |
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"CANCER_SUBTYPE":{ |
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"p":0.75, |
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"r":0.75, |
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"f":0.75 |
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}, |
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"TRAT_QUANTITY":{ |
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"p":0.9090909091, |
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"r":0.7692307692, |
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"f":0.8333333333 |
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}, |
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"TRAT_FREQ":{ |
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"p":0.8888888889, |
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"r":1.0, |
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"f":0.9411764706 |
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} |
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}, |
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"transformer_loss":450.1462650569, |
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"ner_loss":12160.5466765245 |
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}, |
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"requirements":[ |
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"spacy-transformers>=1.3.5,<1.4.0" |
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] |
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} |