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Seminars in Arthritis and Rheumatism
Volume 40, Issue 5
, Pages 413-420
, April 2011
Validation of Psoriatic Arthritis Diagnoses in Electronic Medical Records Using Natural Language Processing
References
- . The epidemiology of psoriatic arthritis in Olmsted County, Minnesota, USA, 1982-1991. J Rheumatol. 2000;27(5):1247–1250
- . Prevalence, disease manifestations, and treatment of psoriatic arthritis in Western Norway. J Rheumatol. 2005;32(10):1918–1922
- . Psoriatic arthritis in Reykjavik, Iceland: prevalence, demographics, and disease course. J Rheumatol. 2007;34(10):2082–2088
- . Accuracy of Veterans Administration databases for a diagnosis of rheumatoid arthritis. Arthritis Rheum. 2004;51(6):952–957
- . How accurate are diagnoses for rheumatoid arthritis and juvenile idiopathic arthritis in the general practice research database?. Arthritis Rheum. 2008;59(9):1314–1321
- . A mathematical model that improves the validity of osteoarthritis diagnoses obtained from a computerized diagnostic database. J Clinical Epidemiol. 1996;49(9):1025–1029
- Development of autoantibodies before the clinical onset of systemic lupus erythematosus. N Engl J Med. 2003;349(16):1526–1533
- . Accuracy of the diagnoses of spondylarthritides in veterans affairs medical center databases. Arthritis Rheum. 2007;57(4):648–655
- . External validity of predictive models: a comparison of logistic regression, classification trees, and neural networks. J Clin Epidemiol. 2003;56(8):721–729
- . Random Forests. Machine Learning 2001. 2001;45(1):27
- . Classification criteria for psoriatic arthritis: development of new criteria from a large international study. Arthritis Rheum. 2006;54(8):2665–2673
- . Are the classification criteria for psoriatic arthritis better than existing criteria for diagnosing psoriatic arthritis? Comment on the article by Taylor et al. Arthritis Rheum. 2007;56(2):699–700[author reply]
- . Sensitivity of the classification of psoriatic arthritis criteria in early psoriatic arthritis. Arthritis Rheum. 2007;57(8):1560–1563
- Sensitivity of the classification of psoriatic arthritis criteria in early psoriatic arthritis. J Rheumatol. 2009;36(2):368–370
- Sensitivity and positive predictive value of Medicare Part B physician claims for rheumatologic diagnoses and procedures. Arthritis Rheum. 1997;40(9):1594–1600
- Love TJ. Medical Record Browser. 0.4 ed. 2008.
- Embarcadero. Turbo Delphi 2006 Explorer. 2006 ed. Embarcadero 2006: RAD Environment.
- Identifying SNPs predictive of phenotype using random forests. Gen Epidemiol. 2005;28(2):171–182
- . Mapping complex traits using Random Forests. BMC Gen. 2003;4(Suppl 1):S64
- . Random forests, a novel approach for discrimination of fish populations using parasites as biological tags. Int J Parasitol. 2008;38(12):1425–1434
- . Prediction of protein-protein interaction sites in sequences and 3D structures by random forests. PLoS Comput Biol. 2009;5(1):e1000278
- Classification of rheumatoid arthritis status with candidate gene and genome-wide single-nucleotide polymorphisms using random forests. BMC Proc. 2007;1(Suppl 1):S62
- . Short-term prediction of mortality in patients with systemic lupus erythematosus: classification of outcomes using random forests. Arthritis Rheum. 2006;55(1):74–80
- . Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics. 1988;44(3):837–845
- Lindbäck J. rocTest. 0.3-0 ed. Uppsala 2009.
- . Bias due to misclassification in the estimation of relative risk. Am J Epidemiol. 1977;105(5):488–495
- . Estimating sensitivity and specificity from positive predictive value, negative predictive value and prevalence: application to surveillance systems for hospital-acquired infections. J Hosp Infect. 2008;69(2):164–168
- Team RDC. R: A language and environment for statistical computing. Vienna, Austria; 2008.
- . Classification and regression by randomForest. R News. 2002;2(3):18–22
- Harrell FE. Harrell miscellaneous. In: Dupont C, ed. 3.6-0 ed. 2009.
The authors have no conflicts of interest to disclose.
PII: S0049-0172(10)00075-2
doi: 10.1016/j.semarthrit.2010.05.002
© 2011 Elsevier Inc. All rights reserved.
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Seminars in Arthritis and Rheumatism
Volume 40, Issue 5
, Pages 413-420
, April 2011
