Temporal properties of diagnosis code time series in aggregate

IEEE Journal of Biomedical and Health Informatics

Volumn 17, Issue 2, 2013, Pages 477-483

  Perotte, Adler ^a   Hripcsak, George ^a  

^a Howard Hughes Medical Institute   (United States)

Author keywords

Biomedical informatics; Clinical diagnosis; Medical information systems; Time series analysis

Indexed keywords

CODES (SYMBOLS); DATA MINING; DIAGNOSIS; MEDICAL INFORMATION SYSTEMS;

BIOMEDICAL INFORMATICS; CLINICAL DIAGNOSIS; DIFFERENTIAL ENTROPY; GAUSSIAN KERNEL SMOOTHING; INTERNATIONAL CLASSIFICATION OF DISEASE; RECEIVER OPERATING CHARACTERISTICS; SURROGATE MEASURES; TEMPORAL INFORMATION;

TIME SERIES ANALYSIS;

ARTICLE; DATA MINING; ELECTRONIC MEDICAL RECORD; ENTROPY; FEMALE; HUMAN; INTERNATIONAL CLASSIFICATION OF DISEASES; MALE; MEDICAL INFORMATICS; METHODOLOGY; RECEIVER OPERATING CHARACTERISTIC; TIME; PROCEDURES;

DATA MINING; ELECTRONIC HEALTH RECORDS; ENTROPY; FEMALE; HUMANS; INTERNATIONAL CLASSIFICATION OF DISEASES; MALE; MEDICAL INFORMATICS APPLICATIONS; ROC CURVE; TIME FACTORS;

EID: 84885147865     PISSN: 21682194     EISSN: None     Source Type: Journal    
DOI: 10.1109/JBHI.2013.2244610     Document Type: Article

References (31)

1. E. Birman-Deych, A. D. Waterman, Y. Yan, D. S. Nilasena, M. J. Radford, and B. F. Gage, "Accuracy of ICD-9-CM codes for identifying cardiovascular and stroke risk factors," Med. Care, vol. 43, no. 5, pp. 480-485, 2005. (Pubitemid 40694609)
2. M. Farzandipour, A. Sheikhtaheri, and F. Sadoughi, "Effective factors on accuracy of principal diagnosis coding based on international classification of diseases, the 10th revision," Int. J. Inf. Manage., vol. 30, pp. 78-84, 2010.
3. The Computational Medicine Center's 2007 Medical Natural Language Processing Challenge [Online]. Available: http://www.computationalmedicine.org/ challenge/previous
4. T. G. DiSalvo, S. L. Normand, P. J. Hauptman, E. Guadagnoli, R. H. Palmer, and B. J. McNeil, "Pitfalls in assessing the quality of care for patients with cardiovascular disease," Amer. J. Med., vol. 111, no. 4, pp. 297-303, Sep. 2001. (Pubitemid 32885626)
5. D. Aronsky, P. J. Haug, C. Lagor, and N. C. Dean, "Accuracy of administrative data for identifying patients with pneumonia," Amer. J. Med. Qual., vol. 20, no. 6, pp. 319-328, Nov/Dec. 2005. (Pubitemid 41771782)
6. D. C. Hsia, W. M. Krushat, A. B. Fagan, J. A. Tebbutt, and R. P. Kusserow, "Accuracy of diagnostic coding for Medicare patients under the prospective-payment system," N. Engl. J. Med., vol. 318, no. 6, pp. 352-355, Feb. 11, 1988.
7. D. C. Hsia, C. A. Ahern, B. P. Ritchie, L. M. Moscoe, and W. M. Krushat, "Medicare reimbursement accuracy under the prospective payment system, 1985 to 1988," J. Amer. Med. Assoc., vol. 268, no. 7, pp. 896-899, Aug. 19, 1992.
8. L. I. Iezzoni, S. M. Foley, J. Daley, J. Hughes, E. S. Fisher, and T. Heeren, "Comorbidities, complications, and coding bias. Does the number of diagnosis codes matter in predicting in-hospital mortality?" J. Amer. Med. Assoc., vol. 267, no. 16, pp. 2197-2203, Apr. 22-29, 1992.
9. L. B. Goldstein, "Accuracy of ICD-9-CM coding for the identification of patients with acute ischemic stroke: Effect of modifier codes," Stroke, vol. 29, pp. 1602-1604, 1998.
10. E. E. Calle, C. Rodriguez, K. Walker-Thurmond, and M. J. Thun, "Overweight, obesity, and mortality from cancer in a prospectively studied cohort of U.S. adults," N. Engl. J. Med., vol. 348, no. 17, pp. 1625-1638, Apr. 24, 2003.
11. M. A. Steinman, C. S. Landefeld, and R. Gonzales, "Predictors of broad-spectrum antibiotic prescribing for acute respiratory tract infections in adult primary care," J. Amer. Med. Assoc., vol. 289, no. 6, pp. 719-725, Feb. 12, 2003.
12. A. Charbonneau, A. K. Rosen, A. S. Ash, R. R. Owen, B. Kader, A. Spiro, 3rd, C. Hankin, L. R. Herz, M. Jo, V. Pugh, L. Kazis, D. R. Miller, and D. R. Berlowitz, "Measuring the quality of depression care in a large integrated health system," Med. Care, vol. 41, no. 5, pp. 669-680, May 2003.
13. L. A. Jackson, K. M. Neuzil, O. Yu, P. Benson, W. E. Barlow, A. L. Adams, C. A. Hanson, L. D. Mahoney, D. K. Shay, and W. W. Thompson, "Effectiveness of pneumococcal polysaccharide vaccine in older adults," N. Engl. J. Med., vol. 348, no. 18, pp. 1747-1755, May 1, 2003. (Pubitemid 36514705)
14. G. S. Martin, D. M. Mannino, S. Eaton, and M. Moss, "The epidemiology of sepsis in the United States from 1979 through 2000," N. Engl. J. Med., vol. 348, no. 16, pp. 1546-1554, Apr. 17, 2003.
15. D. M. Studdert and C. R. Gresenz, "Enrollee appeals of preservice coverage denials at 2 Health Maintenance Organizations," J. Amer. Med. Assoc., vol. 289, no. 7, pp. 864-870, Feb. 19, 2003.
16. G. Hripcsak, D. Albers, and A. Perotte, "Using lagged linear correlation to find relationships between laboratory values and clinician concepts," presented at the Amer. Med. Inf. Assoc. Summit Translational Bioinform., San Francisco, CA, USA, 2011.
17. G. Hripcsak, D. Albers, and A. Perotte, "Interpreting lagged linear correlation and using range to prioritize," presented at the Amer. Med. Inf. Assoc. Summit Translational Bioinform., San Francisco, CA, USA, 2012.
18. G. Hripcsak, D. Albers, and A. Perotte, "Exploiting time in electronic health record correlations," J. Amer. Med. Inf. Assoc., vol. 18, suppl. 1, pp. i109-i115, Dec. 2011.
19. A. X. Garg, N. K. Adhikari, H. McDonald, M. P. Rosas-Arellano, P. J. Devereaux, J. Beyene, J. Sam, and R. B. Haynes, "Effects of computerized clinical decision support systems on practitioner performance and patient outcomes: A systematic review," J. Amer. Med. Assoc., vol. 293, no. 10, pp. 1223-1238, Mar. 9 2005.
20. D. Blumenthal, "Stimulating the adoption of health information technology," W. V. Med. J., vol. 105, no. 3, pp. 28-29, May/Jun. 2009.
21. G. J. Kuperman, A. Bobb, T. H. Payne, A. J. Avery, T. K. Gandhi, G. Burns, D. C. Classen, and D. W. Bates, "Medication-related clinical decision support in computerized provider order entry systems: A review," J. Amer. Med. Inf. Assoc., vol. 14, no. 1, pp. 29-40, Jan./Feb. 2007. (Pubitemid 44909484)
22. G. Hripcsak, N. Elhadad, Y. H. Chen, L. Zhou, and F. P. Morrison, "Using empiric semantic correlation to interpret temporal assertions in clinical texts," J. Amer. Med. Inf. Assoc., vol. 16, no. 2, pp. 220-227, Mar./Apr. 2009.
23. C. Bishop, Pattern Recognition and Machine Learning. New York, NY, USA: Springer Science+ Business Media, 2006.
24. B. Hamadicharef, "Frequentist versus Bayesian approaches for AUC confidence interval bounds," in Proc. 10th Int. Conf. Inf. Sci., Signal Process. Appl., Kuala Lumpur, Malaysia, 2010, pp. 341-344.
25. T. K. Palit, C. C. Miller, III, and D. M. Miltenburg, "The efficacy of thyroidectomy for Graves' disease: A meta-analysis," J. Surg. Res., vol. 90, no. 2, pp. 161-155, May 15, 2000.
26. C. Weyer, C. Bogardus, D. M. Mott, and R. E. Pratley, "The natural history of insulin secretory dysfunction and insulin resistance in the pathogenesis of type 2 diabetes mellitus," J. Clin. Invest., vol. 104, no. 6, pp. 787-794, Sep. 1999. (Pubitemid 29536364)
27. W. B. Kannel, P. Sorlie, and P. M. McNamara, "Prognosis after initial myocardial infarction: The Framingham study," Amer. J. Cardiol., vol. 44, no. 1, pp. 53-59, Jul. 1979. (Pubitemid 9216892)
28. L. Sjöström, A. K. Lindroos, M. Peltonen, J. Torgerson, C. Bouchard, B. Carlsson, S. Dahlgren, B. Larsson, K. Narbro, C. D. Sjöström, M. Sullivan, and H. Wedel, "Lifestyle, diabetes, and cardiovascular risk factors 10 years after bariatric surgery," N. Engl. J. Med., vol. 351, no. 26, pp. 2683-2693, Dec. 23, 2004.
29. Office of the Secretary, HHS. "Administrative simplification: Adoption of a standard for a unique health plan identifier; addition to the National Provider Identifier requirements; and a change to the compliance date for the International Classification of Diseases, 10th Edition (ICD-10-CM and ICD-10-PCS) medical data code sets. Final rule," Fed Regist., vol. 77, no. 172, pp. 54663-54720, Sep. 5, 2012.
30. D. A. Lindberg, B. L. Humphreys, and A. T. McCray, "The unified medical language system," Methods Inf. Med., vol. 32, no. 4, pp. 281-291, Aug. 1993.
31. S. X. Chen, "Beta kernel estimators for density functions," Comput. Statist. Data Anal., vol. 31, no. 2, pp. 131-145, 1999.