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karl2990
/
en_med12_trf

Text Classification
spaCy
English
token-classification
Eval Results
Model card Files Community
1
en_med12_trf
File size: 2,964 Bytes 
f620e05
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
  "lang":"en",
  "name":"med12_trf",
  "version":"0.0.0",
  "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":[
      "MEDICATION",
      "OTHER",
      "DEVICE"
    ]
  },
  "pipeline":[
    "transformer",
    "ner",
    "textcat"
  ],
  "components":[
    "transformer",
    "ner",
    "textcat"
  ],
  "disabled":[

  ],
  "performance":{
    "ents_f":0.9989623288,
    "ents_p":0.9987402508,
    "ents_r":0.9991845056,
    "ents_per_type":{
      "Quantity_Factor_Value":{
        "p":0.9984326019,
        "r":0.9992156863,
        "f":0.9988239906
      },
      "Quantity_Factor_Unit":{
        "p":0.9843575419,
        "r":0.9951054217,
        "f":0.9897023029
      },
      "Medication_Name":{
        "p":0.9995313964,
        "r":0.999344078,
        "f":0.9994377284
      },
      "Numerator_Value":{
        "p":0.9995644125,
        "r":0.9996732738,
        "f":0.9996188402
      },
      "Numerator_Unit":{
        "p":0.999780894,
        "r":0.9996713769,
        "f":0.9997261324
      },
      "Denominator_Unit":{
        "p":0.9982694685,
        "r":0.9995049505,
        "f":0.9988868275
      },
      "Dose_Form":{
        "p":0.9995135595,
        "r":0.9984207969,
        "f":0.9989668794
      },
      "Product_Package_Type_Value":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "Product_Package_Type":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "NDC":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "Denominator_Value":{
        "p":1.0,
        "r":0.9948979592,
        "f":0.9974424552
      },
      "Quantity_Factor_Unit_Value":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      }
    },
    "cats_score":1.0,
    "cats_score_desc":"macro F",
    "cats_micro_p":1.0,
    "cats_micro_r":1.0,
    "cats_micro_f":1.0,
    "cats_macro_p":1.0,
    "cats_macro_r":1.0,
    "cats_macro_f":1.0,
    "cats_macro_auc":1.0,
    "cats_f_per_type":{
      "MEDICATION":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "OTHER":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "DEVICE":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      }
    },
    "cats_macro_auc_per_type":0.0,
    "transformer_loss":196.8679366748,
    "ner_loss":5134.8920414948,
    "textcat_loss":0.0208005876
  },
  "requirements":[
    "spacy-transformers>=1.1.7,<1.2.0"
  ]
}