Skip to main content
Top
Published in: BMC Public Health 1/2011

Open Access 01-12-2011 | Research article

Accuracy of syndrome definitions based on diagnoses in physician claims

Authors: Geneviève Cadieux, David L Buckeridge, André Jacques, Michael Libman, Nandini Dendukuri, Robyn Tamblyn

Published in: BMC Public Health | Issue 1/2011

Login to get access

Abstract

Background

Community clinics offer potential for timelier outbreak detection and monitoring than emergency departments. However, the accuracy of syndrome definitions used in surveillance has never been evaluated in community settings. This study's objective was to assess the accuracy of syndrome definitions based on diagnostic codes in physician claims for identifying 5 syndromes (fever, gastrointestinal, neurological, rash, and respiratory including influenza-like illness) in community clinics.

Methods

We selected a random sample of 3,600 community-based primary care physicians who practiced in the fee-for-service system in the province of Quebec, Canada in 2005-2007. We randomly selected 10 visits per physician from their claims, stratifying on syndrome type and presence, diagnosis, and month. Double-blinded chart reviews were conducted by telephone with consenting physicians to obtain information on patient diagnoses for each sampled visit. The sensitivity, specificity, and positive predictive value (PPV) of physician claims were estimated by comparison to chart review.

Results

1,098 (30.5%) physicians completed the chart review. A chart entry on the date of the corresponding claim was found for 10,529 (95.9%) visits. The sensitivity of syndrome definitions based on diagnostic codes in physician claims was low, ranging from 0.11 (fever) to 0.44 (respiratory), the specificity was high, and the PPV was moderate to high, ranging from 0.59 (fever) to 0.85 (respiratory). We found that rarely used diagnostic codes had a higher probability of being false-positives, and that more commonly used diagnostic codes had a higher PPV.

Conclusions

Future research should identify physician, patient, and encounter characteristics associated with the accuracy of diagnostic codes in physician claims. This would enable public health to improve syndromic surveillance, either by focusing on physician claims whose diagnostic code is more likely to be accurate, or by using all physician claims and weighing each according to the likelihood that its diagnostic code is accurate.
Appendix
Available only for authorised users
Literature
1.
go back to reference Bravata DM, Rahman MM, Luong N, Divan HA, Cody SH: A comparison of syndromic incidence data collected by triage nurses in Santa Clara County with regional infectious disease data. J Urban Health. 2003, 80 (2, Suppl 1): i122-10.1007/BF02416907. Ref Type: AbstractCrossRefPubMedCentral Bravata DM, Rahman MM, Luong N, Divan HA, Cody SH: A comparison of syndromic incidence data collected by triage nurses in Santa Clara County with regional infectious disease data. J Urban Health. 2003, 80 (2, Suppl 1): i122-10.1007/BF02416907. Ref Type: AbstractCrossRefPubMedCentral
2.
go back to reference Mandl KD, Overhage JM, Wagner MM, Lober WB, Sebastiani P, Mostashari F, et al: Implementing syndromic surveillance: A practical guide informed by the early experience. Journal of the American Medical Informatics Association. 2004, 11: 141-150. 10.1197/jamia.M1356.CrossRefPubMedPubMedCentral Mandl KD, Overhage JM, Wagner MM, Lober WB, Sebastiani P, Mostashari F, et al: Implementing syndromic surveillance: A practical guide informed by the early experience. Journal of the American Medical Informatics Association. 2004, 11: 141-150. 10.1197/jamia.M1356.CrossRefPubMedPubMedCentral
3.
go back to reference Buehler JW, Sonricker A, Paladini M, Soper P, Mostashari F: Syndromic surveillance practice in the United States: findings from a survey of state, territorial, and selected local health departments. Advances in Disease Surveillance. 2008, 6: 1-8. Buehler JW, Sonricker A, Paladini M, Soper P, Mostashari F: Syndromic surveillance practice in the United States: findings from a survey of state, territorial, and selected local health departments. Advances in Disease Surveillance. 2008, 6: 1-8.
4.
go back to reference Chretien JP, Tomich NE, Gaydos JC, Kelley PW: Real-Time Public Health Surveillance for Emergency Preparedness. Am J Public Health. 2009, 99: 1360-1363. 10.2105/AJPH.2008.133926.CrossRefPubMedPubMedCentral Chretien JP, Tomich NE, Gaydos JC, Kelley PW: Real-Time Public Health Surveillance for Emergency Preparedness. Am J Public Health. 2009, 99: 1360-1363. 10.2105/AJPH.2008.133926.CrossRefPubMedPubMedCentral
5.
go back to reference Buckeridge DL: Outbreak detection through automated surveillance: A review of the determinants of detection. J Biomed Inform. 2007, 40: 370-379. 10.1016/j.jbi.2006.09.003.CrossRefPubMed Buckeridge DL: Outbreak detection through automated surveillance: A review of the determinants of detection. J Biomed Inform. 2007, 40: 370-379. 10.1016/j.jbi.2006.09.003.CrossRefPubMed
6.
go back to reference Beaudeau P, Payment P, Bourderont D, Mansotte F, Boudhabay O, Laubies B, et al: A time series study of anti-diarrheal drug sales and tap-water quality. International Journal of Environmental Health Research. 1999, 9: 293-311. 10.1080/09603129973092.CrossRef Beaudeau P, Payment P, Bourderont D, Mansotte F, Boudhabay O, Laubies B, et al: A time series study of anti-diarrheal drug sales and tap-water quality. International Journal of Environmental Health Research. 1999, 9: 293-311. 10.1080/09603129973092.CrossRef
7.
go back to reference McIsaac WJ, Levine N, Goel V: Visits by adults to family physicians for the common cold. Journal of Family Practice. 1998, 47: 366-369.PubMed McIsaac WJ, Levine N, Goel V: Visits by adults to family physicians for the common cold. Journal of Family Practice. 1998, 47: 366-369.PubMed
8.
go back to reference Labrie J: Self-care in the new millennium: American attitudes towards maintaining personal health. 2001, Washington, DC, Consumer Health Care Products Association, Ref Type: Report Labrie J: Self-care in the new millennium: American attitudes towards maintaining personal health. 2001, Washington, DC, Consumer Health Care Products Association, Ref Type: Report
9.
go back to reference Chan EH, Tamblyn R, Buckeridge D: Timeliness of Ambulatory Data for Age-Specific ILI Surveillance. Advances in Disease Surveillance. 2008, 5 (1): 10-Ref Type: Abstract Chan EH, Tamblyn R, Buckeridge D: Timeliness of Ambulatory Data for Age-Specific ILI Surveillance. Advances in Disease Surveillance. 2008, 5 (1): 10-Ref Type: Abstract
10.
go back to reference Chan E: Evaluating the use of physician billing data for age and setting specific influenza surveillance. 2009, McGill University; Master of Science Chan E: Evaluating the use of physician billing data for age and setting specific influenza surveillance. 2009, McGill University; Master of Science
11.
go back to reference Greene S, Kulldorff M, Huang J, Brand R, Kleinman K, Hsu J, et al: Timely Detection of Localized Excess Influenza Activity across Multiple Data Streams. Advances in Disease Surveillance. 2009, Ref Type: Abstract Greene S, Kulldorff M, Huang J, Brand R, Kleinman K, Hsu J, et al: Timely Detection of Localized Excess Influenza Activity across Multiple Data Streams. Advances in Disease Surveillance. 2009, Ref Type: Abstract
12.
go back to reference Bravata DM, McDonald KM, Smith WM, Rydzak C, Szeto H, Buckeridge DL, et al: Systematic review: Surveillance systems for early detection of bioterrorism-related diseases. Annals of Internal Medicine. 2004, 140: 910-922.CrossRefPubMed Bravata DM, McDonald KM, Smith WM, Rydzak C, Szeto H, Buckeridge DL, et al: Systematic review: Surveillance systems for early detection of bioterrorism-related diseases. Annals of Internal Medicine. 2004, 140: 910-922.CrossRefPubMed
13.
go back to reference Centers for Disease Control and Prevention: Syndrome Definitions for Diseases Associated with Critical Bioterrorism-associated Agents. 2003, 1-29. Ref Type: Report Centers for Disease Control and Prevention: Syndrome Definitions for Diseases Associated with Critical Bioterrorism-associated Agents. 2003, 1-29. Ref Type: Report
14.
go back to reference Cadieux G, Tamblyn R: Accuracy of Physician Billing Claims for Identifying Acute Respiratory Infections in Primary Care. Health Services Research. 2008, 43: 2223-2238. 10.1111/j.1475-6773.2008.00873.x.CrossRefPubMedPubMedCentral Cadieux G, Tamblyn R: Accuracy of Physician Billing Claims for Identifying Acute Respiratory Infections in Primary Care. Health Services Research. 2008, 43: 2223-2238. 10.1111/j.1475-6773.2008.00873.x.CrossRefPubMedPubMedCentral
15.
go back to reference Regie de l'assurance-maladie du Quebec: Statistiques Annuelles. 2000, Regie de l'assurance-maladie du Quebec, 46-48. Ref Type: Report Regie de l'assurance-maladie du Quebec: Statistiques Annuelles. 2000, Regie de l'assurance-maladie du Quebec, 46-48. Ref Type: Report
16.
go back to reference Statistics Canada: Annual Demographic Estimates: Canada, Provinces and Territories - 2005-2006. 91-215-XIE. 2006, Ottawa, Ontario, Statistics Canada, 1-45. Ref Type: Report Statistics Canada: Annual Demographic Estimates: Canada, Provinces and Territories - 2005-2006. 91-215-XIE. 2006, Ottawa, Ontario, Statistics Canada, 1-45. Ref Type: Report
17.
go back to reference Canadian Institute for Health Information: Canada's Health Care Providers, 1997 to 2006, A Reference Guide. 2008, Ottawa, Ontario, CIHI, 1-188. Ref Type: Report Canadian Institute for Health Information: Canada's Health Care Providers, 1997 to 2006, A Reference Guide. 2008, Ottawa, Ontario, CIHI, 1-188. Ref Type: Report
18.
go back to reference Irwig L, Glasziou PP, Berry G, Chock C, Mock P, Simpson JM: Efficient Study Designs to Assess the Accuracy of Screening-Tests. Am J Epidemiol. 1994, 140: 759-769.PubMed Irwig L, Glasziou PP, Berry G, Chock C, Mock P, Simpson JM: Efficient Study Designs to Assess the Accuracy of Screening-Tests. Am J Epidemiol. 1994, 140: 759-769.PubMed
19.
go back to reference Chapman WW, Dowling JN, Wagner MM: Generating a reliable reference standard set for syndromic case classification. Journal of the American Medical Informatics Association. 2005, 12: 618-629. 10.1197/jamia.M1841.CrossRefPubMedPubMedCentral Chapman WW, Dowling JN, Wagner MM: Generating a reliable reference standard set for syndromic case classification. Journal of the American Medical Informatics Association. 2005, 12: 618-629. 10.1197/jamia.M1841.CrossRefPubMedPubMedCentral
20.
go back to reference Marsden-Haug N, Foster VB, Gould PL, Elbert E, Wang HL, Pavlin JA: Code-based syndromic surveillance for influenzalike illness by international classification of diseases, ninth revision. Emerg Infect Dis. 2007, 13: 207-216. 10.3201/eid1302.060557.CrossRefPubMedPubMedCentral Marsden-Haug N, Foster VB, Gould PL, Elbert E, Wang HL, Pavlin JA: Code-based syndromic surveillance for influenzalike illness by international classification of diseases, ninth revision. Emerg Infect Dis. 2007, 13: 207-216. 10.3201/eid1302.060557.CrossRefPubMedPubMedCentral
21.
go back to reference Chapman WW, Dowling JN, Baer A, Buckeridge DL, Cochrane D, Conway MA, et al: Developing syndrome definitions based on consensus and current use. Journal of the American Medical Informatics Association. 2010, 17: 595-601. 10.1136/jamia.2010.003210.CrossRefPubMedPubMedCentral Chapman WW, Dowling JN, Baer A, Buckeridge DL, Cochrane D, Conway MA, et al: Developing syndrome definitions based on consensus and current use. Journal of the American Medical Informatics Association. 2010, 17: 595-601. 10.1136/jamia.2010.003210.CrossRefPubMedPubMedCentral
22.
go back to reference Eguale T, Tamblyn R, Winslade N, Buckeridge D: Detection of Adverse Drug Events and Other Treatment Outcomes Using an Electronic Prescribing System. Drug Saf. 2008, 31: 1005-1016. 10.2165/00002018-200831110-00005.CrossRefPubMed Eguale T, Tamblyn R, Winslade N, Buckeridge D: Detection of Adverse Drug Events and Other Treatment Outcomes Using an Electronic Prescribing System. Drug Saf. 2008, 31: 1005-1016. 10.2165/00002018-200831110-00005.CrossRefPubMed
23.
go back to reference Begg CB, Greenes RA: Assessment of Diagnostic-Tests When Disease Verification Is Subject to Selection Bias. Biometrics. 1983, 39: 207-215. 10.2307/2530820.CrossRefPubMed Begg CB, Greenes RA: Assessment of Diagnostic-Tests When Disease Verification Is Subject to Selection Bias. Biometrics. 1983, 39: 207-215. 10.2307/2530820.CrossRefPubMed
24.
go back to reference Kelly H, Bull A, Russo P, McBryde ES: 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: 164-168. 10.1016/j.jhin.2008.02.021.CrossRefPubMed Kelly H, Bull A, Russo P, McBryde ES: 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: 164-168. 10.1016/j.jhin.2008.02.021.CrossRefPubMed
25.
go back to reference Betancourt JA, Hakre S, Polyak CS, Pavlin JA: Evaluation of ICD-9 codes for syndromic surveillance in the electronic surveillance system for the early notification of community-based epidemics. Mil Med. 2007, 172: 346-352.CrossRefPubMed Betancourt JA, Hakre S, Polyak CS, Pavlin JA: Evaluation of ICD-9 codes for syndromic surveillance in the electronic surveillance system for the early notification of community-based epidemics. Mil Med. 2007, 172: 346-352.CrossRefPubMed
26.
go back to reference Espino JU, Wagner MM: Accuracy of ICD-9-coded chief complaints and diagnoses for the detection of acute respiratory illness. Proceedings of the AMIA Symposium. 2001, 164-168. Espino JU, Wagner MM: Accuracy of ICD-9-coded chief complaints and diagnoses for the detection of acute respiratory illness. Proceedings of the AMIA Symposium. 2001, 164-168.
27.
go back to reference Grava-Gubins I, Scott S: Effects of various methodologic strategies Survey response rates among Canadian physicians and physicians-in-training. Canadian Family Physician. 2008, 54: 1424-1430.PubMedPubMedCentral Grava-Gubins I, Scott S: Effects of various methodologic strategies Survey response rates among Canadian physicians and physicians-in-training. Canadian Family Physician. 2008, 54: 1424-1430.PubMedPubMedCentral
28.
go back to reference Sullivan P, Buske L: Results from CMA's huge 1998 physician survey point to a dispirited profession. Can Med Assoc J. 1998, 159: 525-528. Sullivan P, Buske L: Results from CMA's huge 1998 physician survey point to a dispirited profession. Can Med Assoc J. 1998, 159: 525-528.
29.
go back to reference Willke RJ: Practice Mobility Among Young Physicians. Medical Care. 1991, 29: 977-988. 10.1097/00005650-199110000-00004.CrossRefPubMed Willke RJ: Practice Mobility Among Young Physicians. Medical Care. 1991, 29: 977-988. 10.1097/00005650-199110000-00004.CrossRefPubMed
30.
go back to reference Royal College of Physicians and Surgeons of Canada: National Physician Survey Primer, October 2009: Generational Differences. 2009, 1-3. Ref Type: Report Royal College of Physicians and Surgeons of Canada: National Physician Survey Primer, October 2009: Generational Differences. 2009, 1-3. Ref Type: Report
Metadata
Title
Accuracy of syndrome definitions based on diagnoses in physician claims
Authors
Geneviève Cadieux
David L Buckeridge
André Jacques
Michael Libman
Nandini Dendukuri
Robyn Tamblyn
Publication date
01-12-2011
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2011
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-11-17

Other articles of this Issue 1/2011

BMC Public Health 1/2011 Go to the issue