|
--- |
|
tags: |
|
- spacy |
|
- text-classification |
|
language: |
|
- en |
|
model-index: |
|
- name: en_pipeline |
|
results: [] |
|
--- |
|
| Feature | Description | |
|
| --- | --- | |
|
| **Name** | `en_pipeline` | |
|
| **Version** | `0.0.0` | |
|
| **spaCy** | `>=3.1.4,<3.2.0` | |
|
| **Default Pipeline** | `transformer`, `textcat` | |
|
| **Components** | `transformer`, `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 (22 labels for 1 components)</summary> |
|
|
|
| Component | Labels | |
|
| --- | --- | |
|
| **`textcat`** | `Acute Bleed/Mesenteric Ischemia`, `Adrenal Mass Abdomen/Pelvis`, `Aortic Aneurysm Post EVT`, `Aortic Aneurysm Pre EVT`, `Aortic Dissection`, `Cystogram`, `Dual Phase Abdomen/Pelvis`, `Enterography IBD`, `NON Contrast Abdomen/Pelvis`, `Oral & IV Abdomen Pelvis`, `Oral Contrast Abdomen/Pelvis`, `Pancreas Mass Abdomen/Pelvis`, `Pelvis Only`, `Rectal Contrast Abdomen/Pelvis`, `Renal Donor`, `Renal Mass Abdomen/Pelvis`, `Renal Stone Abdomen/Pelvis`, `Routine Abdomen/Pelvis`, `Trauma Abdomen/Pelvis`, `Urogram Post Treatment/Follow Up`, `Urogram Pre Treatment Initial`, `Venogram` | |
|
|
|
</details> |
|
|
|
### Accuracy |
|
|
|
| Type | Score | |
|
| --- | --- | |
|
| `CATS_SCORE` | 76.67 | |
|
| `CATS_MICRO_P` | 85.89 | |
|
| `CATS_MICRO_R` | 85.19 | |
|
| `CATS_MICRO_F` | 85.54 | |
|
| `CATS_MACRO_P` | 74.35 | |
|
| `CATS_MACRO_R` | 80.69 | |
|
| `CATS_MACRO_F` | 76.67 | |
|
| `CATS_MACRO_AUC` | 97.57 | |
|
| `CATS_MACRO_AUC_PER_TYPE` | 0.00 | |
|
| `TRANSFORMER_LOSS` | 19.80 | |
|
| `TEXTCAT_LOSS` | 504.30 | |
