Clinical Concept Extraction
Automatic extraction of clinical named entities such as clinical problems, treatments, tests and anatomical parts from clinical notes.
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Papers
Showing 21–24 of 24 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BERTlarge (MIMIC) | Exact Span F1 | 90.25 | — | Unverified |
| 2 | CharacterBERT (base, medical) | Exact Span F1 | 89.24 | — | Unverified |
| 3 | ClinicalBERT | Exact Span F1 | 87.4 | — | Unverified |
| 4 | ELMo (finetuned on i2b2) + word2vec (i2b2) | Exact Span F1 | 86.23 | — | Unverified |
| 5 | deBruijn et al. (System 1.1) | Exact Span F1 | 85.23 | — | Unverified |