Table 2.
Datasets used in clinical natural language processing community challenges.
Dataset | Provenance | Documents | Sizea | Annotations | Studies |
2010 i2b2/VA [123] | PHCb, BIDMCc, UPMCd | Discharge summaries, progress reports | 871 | Medical problems, treatments, tests, and relations among them | [20,49,64,67,96,104] |
2011 i2b2/VA [124] | PHC, BIDMC, UPMC, Mayoe | Discharge summaries, progress reports, radiology reports, pathology reports, other reports | 978+164 | Coreference chains for the problem, person, test, result, treatment, anatomical site, disease or syndrome, sign or symptom, etc | [63] |
2012 i2b2 [125] | PHC, BIDMC | Discharge summaries | 310 | Clinical events, temporal expressions, temporal relations | [64] |
2013 ShARe/CLEF eHealth [126] | BIDMC | Discharge summaries, electrocardiogram reports, echocardiogram reports, radiology reports | 300 | Disorders, acronyms, and abbreviations | [54,57,88,98,114] |
2014 i2b2/UTHealth [127,128] | PHC | Longitudinal medical records | 1304 | Protected health information; risk factors for heart disease | [18,21,26,52,62,64,80,82,91,107,108] |
2015 SemEval/THYME [129] | Mayo | Clinical notes, pathology reports | 600 | Times, events, and temporal relations among them | [60] |
2016 CEGS N-GRID [130,131] | PHC | Psychiatric intake records | 1000 | Protected health information; symptom severity | [23,27,42,53,58,65,78,83,92] |
aSize is expressed as the number of documents.
bPartners Health Care (PHC) is a nonprofit hospital and physician network that includes Brigham and Women’s Hospital and Massachusetts General Hospital.
cBeth Israel Deaconess Medical Center (BIDMC) is a teaching hospital of Harvard Medical School. Both organizations are based in Boston, Massachusetts, United States.
dThe University of Pittsburgh Medical Center (UPMC) is a global nonprofit health enterprise that integrates over 35 hospitals, 600 clinical locations, and a health insurance division.
eThe Mayo Clinic is a nonprofit academic medical center based in Rochester, Minnesota, which focuses on integrated clinical practice, education, and research. The clinic specializes in treating difficult cases through tertiary care.