File size: 1,724 Bytes
2fb01ff |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 |
---
tags:
- spacy
- token-classification
- text-classification
language:
- en
model-index:
- name: en_med12_trf_weakly_supervised
results:
- task:
name: NER
type: token-classification
metrics:
- name: NER Precision
type: precision
value: 0.9995091177
- name: NER Recall
type: recall
value: 0.9983655976
- name: NER F Score
type: f_score
value: 0.9989370304
---
| 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
<details>
<summary>View label scheme (14 labels for 2 components)</summary>
| 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` |
</details>
### 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 | |