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Development set (n = 30)
|
Test set (n = 68)
|
|---|
|
Algorithm
|
Concept
|
Approach
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UMLS2011
|
UMLS2016
|
UMLS2016D
|
DIRECT
|
UMLS2011
|
UMLS2016
|
UMLS2016D
|
DIRECT
|
|---|
|
Named-entity recognition
|
Lung cancera
|
Implied
|
0.698
|
0.541
|
0.920
|
0.920
|
0.814
|
0.725
|
0.828
|
0.828
|
|
Strict
|
0.769
|
0.606
|
1.000
|
1.000
|
0.880
|
0.841
|
0.947
|
0.947
|
|
Non-small cell lung cancerb
|
Implied
|
0.759
|
0.455
|
0.867
|
1.000
|
0.879
|
0.655
|
0.746
|
0.862
|
|
Strict
|
0.759
|
0.455
|
0.867
|
1.000
|
0.951
|
0.720
|
0.815
|
0.933
|
|
Recurrencec
| |
0.000
|
0.000
|
1.000
|
1.000
|
0.000
|
0.000
|
0.938
|
0.921
|
|
Relationship detection
|
Recurrent lung cancerd
| | | | |
1.000
| | | |
0.857
|
- aSNOMED CT concept 93880001 | Primary malignant neoplasm of lung (disorder)
- bSNOMED CT concept 254637007 | Non-small cell lung cancer (disorder)
- cSNOMED CT concept 255227004 | Recurrent (qualifier value)
- dRelationship between three SNOMED CT concepts: 93880001 | Primary malignant neoplasm of lung (disorder) |: 263502005 | Clinical course (attribute) | = 255227004 | Recurrent (qualifier value)