wmotte commited on
Commit
2edbd29
1 Parent(s): 87b90c2
Files changed (1) hide show
  1. README.md +20 -1
README.md CHANGED
@@ -7,4 +7,23 @@ tags:
7
  - pubmed
8
  - ner
9
  - pubmedbert
10
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7
  - pubmed
8
  - ner
9
  - pubmedbert
10
+ ---
11
+
12
+ # PubMed PICO extraction (NER model)
13
+
14
+ This is a fine-tuned multi-class NER model for PICO labels within PubMed biomedical database abstracts, trained with [NERDA](https://ebanalyse.github.io/NERDA/).
15
+
16
+ The mode predicts:
17
+
18
+ | Class | **F1-Score** | Precision | Recall |
19
+ |B-Patient | **0.72** | 0.69 | 0.76
20
+ |I-Patient | **0.77** | 0.74 | 0.81
21
+
22
+ |B-Intervention | **0.62** | 0.61 | 0.63 |
23
+ |I-Intervention | **0.70** | 0.70 | 0.71 |
24
+
25
+ |B-Control | **0.59** | 0.56 | 0.63 |
26
+ |I-Control | **0.62** | 0.64 | 0.61 |
27
+
28
+ |B-Outcome | **0.49** | 0.50 | 0.49 |
29
+ |I-Outcome | **0.56** | 0.63 | 0.51 |