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karl2990
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en_med12_trf_weakly_supervised

Text Classification
spaCy
English
token-classification
Eval Results
Model card Files Community
en_med12_trf_weakly_supervised
File size: 2,935 Bytes 
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{
  "lang":"en",
  "name":"med12_trf_weakly_supervised",
  "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":[
      "OTHER",
      "MEDICATION"
    ]
  },
  "pipeline":[
    "transformer",
    "ner",
    "textcat"
  ],
  "components":[
    "transformer",
    "ner",
    "textcat"
  ],
  "disabled":[

  ],
  "performance":{
    "ents_f":0.9989370304,
    "ents_p":0.9995091177,
    "ents_r":0.9983655976,
    "ents_per_type":{
      "Medication_Name":{
        "p":0.9996324881,
        "r":0.9996324881,
        "f":0.9996324881
      },
      "Numerator_Value":{
        "p":0.9997868713,
        "r":0.9997868713,
        "f":0.9997868713
      },
      "Numerator_Unit":{
        "p":0.9995707233,
        "r":0.9996780079,
        "f":0.9996243628
      },
      "Quantity_Factor_Value":{
        "p":0.9996254682,
        "r":0.9992512168,
        "f":0.9994383074
      },
      "Quantity_Factor_Unit":{
        "p":0.999626587,
        "r":0.9802270231,
        "f":0.9898317619
      },
      "Dose_Form":{
        "p":0.9988076786,
        "r":0.9974994046,
        "f":0.9981531129
      },
      "Product_Package_Type_Value":{
        "p":1.0,
        "r":0.9995982322,
        "f":0.9997990757
      },
      "Product_Package_Type":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "NDC":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "Denominator_Unit":{
        "p":0.9992788462,
        "r":0.9995191152,
        "f":0.9993989662
      },
      "Quantity_Factor_Unit_Value":{
        "p":0.998816568,
        "r":1.0,
        "f":0.9994079337
      },
      "Denominator_Value":{
        "p":0.9941176471,
        "r":0.9941176471,
        "f":0.9941176471
      }
    },
    "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":{
      "OTHER":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "MEDICATION":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      }
    },
    "cats_macro_auc_per_type":0.0,
    "transformer_loss":185.4749514628,
    "ner_loss":1530.9722248258,
    "textcat_loss":0.0000000003
  },
  "requirements":[
    "spacy-transformers>=1.1.7,<1.2.0"
  ]
}