en_med12_trf / meta.json
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{
"lang":"en",
"name":"med12_trf",
"version":"1",
"description":"",
"author":"",
"email":"",
"url":"",
"license":"",
"spacy_version":">=3.4.1,<3.5.0",
"spacy_git_version":"5c2a00cef",
"vectors":{
"width":0,
"vectors":0,
"keys":0,
"name":null
},
"labels":{
"transformer":[
],
"ner":[
"Denominator_Unit",
"Denominator_Value",
"Dose_Form",
"Medication_Name",
"NDC",
"Numerator_Unit",
"Numerator_Value",
"Product_Package_Type",
"Product_Package_Type_Value",
"Quantity_Factor_Unit",
"Quantity_Factor_Unit_Value",
"Quantity_Factor_Value"
],
"textcat":[
"OTHER",
"MEDICATION"
]
},
"pipeline":[
"transformer",
"ner",
"textcat"
],
"components":[
"transformer",
"ner",
"textcat"
],
"disabled":[
],
"performance":{
"ents_f":0.842163971,
"ents_p":0.8398220245,
"ents_r":0.8445190157,
"ents_per_type":{
"Medication_Name":{
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"r":0.8247011952,
"f":0.8214285714
},
"Dose_Form":{
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"r":0.7467532468,
"f":0.7590759076
},
"Quantity_Factor_Value":{
"p":0.8421052632,
"r":0.7111111111,
"f":0.7710843373
},
"Quantity_Factor_Unit_Value":{
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"r":0.8181818182,
"f":0.808988764
},
"Quantity_Factor_Unit":{
"p":0.9166666667,
"r":0.8148148148,
"f":0.862745098
},
"Product_Package_Type":{
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"r":0.6744186047,
"f":0.7341772152
},
"Numerator_Value":{
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"r":0.9851851852,
"f":0.9432624113
},
"Numerator_Unit":{
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"f":0.9520295203
},
"Denominator_Unit":{
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"r":0.8666666667,
"f":0.7878787879
},
"Product_Package_Type_Value":{
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"r":0.9375,
"f":0.8333333333
},
"Denominator_Value":{
"p":0.3333333333,
"r":0.4,
"f":0.3636363636
}
},
"cats_score":0.93877706,
"cats_score_desc":"macro F",
"cats_micro_p":0.8978046934,
"cats_micro_r":0.9797604296,
"cats_micro_f":0.9369938771,
"cats_macro_p":0.9029397761,
"cats_macro_r":0.9792967771,
"cats_macro_f":0.93877706,
"cats_macro_auc":0.9853349088,
"cats_f_per_type":{
"OTHER":{
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"r":0.9711033275,
"f":0.9593425606
},
"MEDICATION":{
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"r":0.9874902267,
"f":0.9182115594
}
},
"cats_macro_auc_per_type":0.0,
"transformer_loss":1527.8009473217,
"ner_loss":695.1342882158,
"textcat_loss":18.6830486141
},
"requirements":[
"spacy-transformers>=1.1.7,<1.2.0"
]
}