---
tags:
- spacy
language:
- en
license: mit
model-index:
- name: en_core_spancat_med7_lg
  results: []
---
| Feature | Description |
| --- | --- |
| **Name** | `en_core_spancat_med7_lg` |
| **Version** | `3.4.2.1` |
| **spaCy** | `>=3.4.2,<3.5.0` |
| **Default Pipeline** | `tok2vec`, `spancat` |
| **Components** | `tok2vec`, `spancat` |
| **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 (8 labels for 1 components)</summary>

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

</details>

### Accuracy

| Type | Score |
| --- | --- |
| `SPANS_SC_F` | 85.21 |
| `SPANS_SC_P` | 91.52 |
| `SPANS_SC_R` | 79.71 |
| `TOK2VEC_LOSS` | 260.85 |
| `SPANCAT_LOSS` | 282817.13 |

### 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}
}
```