Table 1.
Full |
Train |
Test |
||||||
---|---|---|---|---|---|---|---|---|
Semantic type | Type description | Mention | CUI | Mention | CUI | Mention | CUI | Mention examples |
DiseaseDisorder | Disease or Syndrome, Acquired Abnormality, etc. | 2460 | 799 | 1242 | 471 | 1218 | 535 | “congestive heart failure,” “coronary artery disease,” “diabetes mellitus” |
Exam | Laboratory or Test Result, Laboratory Procedure, etc. | 2263 | 463 | 1142 | 308 | 1121 | 318 | “creatinine,” “hematocrit,” “platelet count” |
Medication | Clinical Drug, Pharmacologic Substance, etc. | 1816 | 522 | 959 | 353 | 857 | 345 | “Coumadin,” “Lasix,” “Colace,” “Aspirin,” “Percocet” |
Concept | Qualitative Concept, Spatial Concept, Quantitative Concept, etc. | 1749 | 396 | 798 | 263 | 951 | 300 | “some,” “left,” “mild,” “nontender,” “elevated,” “multiple” |
Finding | Finding, Phenomenon or Process, etc. | 1376 | 504 | 630 | 300 | 746 | 334 | “afebrile,” “mass,” “No known drug allergies,” “lesion,” “weight loss” |
Procedure | Therapeutic or Preventive Procedure | 1138 | 385 | 573 | 226 | 565 | 253 | “the procedure,” “chemotherapy,” “resection,” “radiation therapy” |
SignSymptom | Sign or Symptom | 992 | 183 | 535 | 128 | 457 | 127 | “pain,” “nausea,” “chest pain,” “shortness of breath,” “fever” |
Activity | Health Care Activity, Social Behavior, etc. | 554 | 72 | 249 | 38 | 305 | 51 | “blood pressure,” “heart rate,” “cardiac catheterization,” “pulse,” “evaluation” |
Anatomy | Body Part, Organ, or Organ Component, Body Location or Region, etc. | 530 | 294 | 248 | 160 | 282 | 192 | “left lower lobe,” “bibasilar,” “LAD,” “lower extremity,” “transverse mesocolon” |
Others | Bacterium, Body Substance, Medical Device, etc. | 363 | 173 | 157 | 83 | 206 | 123 | “drains,” “bacteria,” “yeast,” “protocol,” “somomabodies” |
CUI-less | No corresponding CUI in UMLS | 368 | 1 | 151 | 1 | 217 | 1 | “no acute distress,” “further,” “apparent,” “atraumatic,” “workup” |
Total | 13 609 | 3791 | 6684 | 2330 | 6925 | 2578 |
CUI: concept unique identifier; UMLS: Unified Medical Language System.