| Feature | Description |
| --- | --- |
| **Name** | `en_core_med7_lg` |
| **Version** | `3.4.2.1` |
| **spaCy** | `>=3.4.2,<3.5.0` |
| **Default Pipeline** | `tok2vec`, `ner` |
| **Components** | `tok2vec`, `ner` |
| **Vectors** | 514157 keys, 514157 unique vectors (300 dimensions) |
| **Sources** | n/a |
| **License** | `MIT` |
| **Author** | [Andrey Kormilitzin](https://www.kormilitzin.com/) |

### Label Scheme

<details>

<summary>View label scheme (7 labels for 1 components)</summary>

| Component | Labels |
| --- | --- |
| **`ner`** | `DOSAGE`, `DRUG`, `DURATION`, `FORM`, `FREQUENCY`, `ROUTE`, `STRENGTH` |

</details>

### Accuracy

| Type | Score |
| --- | --- |
| `ENTS_F` | 87.70 |
| `ENTS_P` | 86.50 |
| `ENTS_R` | 88.93 |
| `TOK2VEC_LOSS` | 226109.53 |
| `NER_LOSS` | 302222.55 |

### BibTeX entry and citation info

```bibtex
@article{kormilitzin2021med7,
  title={Med7: A transferable clinical natural language processing model for electronic health records},
  author={Kormilitzin, Andrey and Vaci, Nemanja and Liu, Qiang and Nevado-Holgado, Alejo},
  journal={Artificial Intelligence in Medicine},
  volume={118},
  pages={102086},
  year={2021},
  publisher={Elsevier}
}
```
{"language": ["en"], "license": "mit", "tags": ["spacy", "token-classification"]}
spacy token-classification en license:mit model-index has_space region:us
TAGS
#spacy #token-classification #en #license-mit #model-index #has_space #region-us 


### Label Scheme



View label scheme (7 labels for 1 components)


### Accuracy



### BibTeX entry and citation info



### Label Scheme



View label scheme (7 labels for 1 components) ### Accuracy ### BibTeX entry and citation info
TAGS
#spacy #token-classification #en #license-mit #model-index #has_space #region-us 
 ### Label Scheme



View label scheme (7 labels for 1 components) ### Accuracy ### BibTeX entry and citation info
passage: TAGS
#spacy #token-classification #en #license-mit #model-index #has_space #region-us 
### Label Scheme



View label scheme (7 labels for 1 components)### Accuracy### BibTeX entry and citation info