Feature | Description |
---|---|
Name | en_med12_trf_weakly_supervised |
Version | 0.0.0 |
spaCy | >=3.4.1,<3.5.0 |
Default Pipeline | transformer , ner , textcat |
Components | transformer , ner , textcat |
Vectors | 0 keys, 0 unique vectors (0 dimensions) |
Sources | n/a |
License | n/a |
Author | n/a |
Label Scheme
View label scheme (14 labels for 2 components)
Component | Labels |
---|---|
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 |
Accuracy
Type | Score |
---|---|
ENTS_F |
99.89 |
ENTS_P |
99.95 |
ENTS_R |
99.84 |
CATS_SCORE |
100.00 |
CATS_MICRO_P |
100.00 |
CATS_MICRO_R |
100.00 |
CATS_MICRO_F |
100.00 |
CATS_MACRO_P |
100.00 |
CATS_MACRO_R |
100.00 |
CATS_MACRO_F |
100.00 |
CATS_MACRO_AUC |
100.00 |
CATS_MACRO_AUC_PER_TYPE |
0.00 |
TRANSFORMER_LOSS |
18547.50 |
NER_LOSS |
153097.22 |
TEXTCAT_LOSS |
0.00 |
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Evaluation results
- NER Precisionself-reported1.000
- NER Recallself-reported0.998
- NER F Scoreself-reported0.999