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--- |
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tags: |
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- spacy |
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language: |
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- nl |
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license: cc-by-sa-4.0 |
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model-index: |
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- name: nl_Echocardiogram_SpanCategorizer_pericardial_effusion |
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results: [] |
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--- |
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Package to classify spans for the presence and severity of pericardial effusion in Dutch echocardiogram reports. |
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| Feature | Description | |
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| --- | --- | |
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| **Name** | `nl_Echocardiogram_SpanCategorizer_pericardial_effusion` | |
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| **Version** | `1.0.0` | |
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| **spaCy** | `>=3.7.4,<3.8.0` | |
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| **Default Pipeline** | `tok2vec`, `spancat` | |
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| **Components** | `tok2vec`, `spancat` | |
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| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) | |
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| **Sources** | n/a | |
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| **License** | `cc-ny-sa-4.0` | |
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| **Author** | [Bauke Arends]() | |
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### Label Scheme |
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<details> |
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<summary>View label scheme (5 labels for 1 components)</summary> |
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| Component | Labels | |
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| --- | --- | |
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| **`spancat`** | `pe_not_present`, `pe_moderate`, `pe_mild`, `pe_severe`, `pe` | |
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</details> |
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### Accuracy |
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| Type | Score | |
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| --- | --- | |
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| `SPANS_SC_F` | 78.69 | |
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| `SPANS_SC_P` | 89.36 | |
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| `SPANS_SC_R` | 70.29 | |
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| `TOK2VEC_LOSS` | 17.38 | |
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| `SPANCAT_LOSS` | 38817.76 | |
