Literature DB >> 25177078

A Novel Time Series Approach to Bridge Coding Changes with a Consistent Solution Across Causes of Death.

Ronald H M van der Stegen1, L G H Koren1, Peter P M Harteloh2, Jan W P F Kardaun2, Fanny Janssen3.   

Abstract

Revisions of the International Classification of Diseases (ICD) can lead to biases in cause-specific mortality levels and trends. We propose a novel time series approach to bridge ICD coding changes which provides a consistent solution across causes of death. Using a state space model with interventions, we performed time series analysis to cause-proportional mortality for ICD9 and ICD10 in the Netherlands (1979-2010), Canada (1979-2007) and Italy (1990-2007) on chapter level. A constraint was used to keep the sum of cause-specific interventions zero. Comparability ratios (CRs) were estimated and compared to existing bridge coding CRs for Italy and Canada. A significant ICD9 to ICD10 transition occurred among 13 cause of death groups in Italy, 7 in Canada and 3 in the Netherlands. Without the constraint, all-cause mortality after the classification change would be overestimated by 0.4 % (NL), 0.03 % (Canada) and 0.2 % (Italy). The time series CRs were in the same direction as the bridge coding CRs but deviated more from 1. A smooth corrected trend over the ICD-transition resulted from applying the time series approach. Comparing the time series CRs for Italy (2003), Canada (1999) and the Netherlands (1995) revealed interesting commonalities and differences. We demonstrated the importance of adding the constraint, the validity of our methodology and its advantages above earlier methods. Applying the method to more specific causes of death and integrating medical content to a larger extent is advocated.

Entities:  

Keywords:  Cause-specific mortality; Coding change; ICD revision; Time series analysis

Year:  2014        PMID: 25177078      PMCID: PMC4147249          DOI: 10.1007/s10680-013-9307-4

Source DB:  PubMed          Journal:  Eur J Popul        ISSN: 0168-6577


  9 in total

1.  Comparability of cause of death between ICD-9 and ICD-10: preliminary estimates.

Authors:  R N Anderson; A M Miniño; D L Hoyert; H M Rosenberg
Journal:  Natl Vital Stat Rep       Date:  2001-05-18

2.  Reclassifying causes of death to study the epidemiological transition in the Netherlands,1875-1992.

Authors:  J H Wolleswinkel-van Den Bosch; F W Van Poppel; J P Mackenbach
Journal:  Eur J Popul       Date:  1996-12

3.  Trends in old-age mortality in seven European countries, 1950-1999.

Authors:  F Janssen; J P Mackenbach; A E Kunst
Journal:  J Clin Epidemiol       Date:  2004-02       Impact factor: 6.437

4.  The reliability of cause-of-death coding in The Netherlands.

Authors:  Peter Harteloh; Kim de Bruin; Jan Kardaun
Journal:  Eur J Epidemiol       Date:  2010-03-23       Impact factor: 8.082

5.  Relation between trends in late middle age mortality and trends in old age mortality--is there evidence for mortality selection?

Authors:  F Janssen; A Peeters; J P Mackenbach; A E Kunst
Journal:  J Epidemiol Community Health       Date:  2005-09       Impact factor: 3.710

6.  Cohort patterns in mortality trends among the elderly in seven European countries, 1950-99.

Authors:  F Janssen; A E Kunst
Journal:  Int J Epidemiol       Date:  2005-06-17       Impact factor: 7.196

7.  Changes in mortality statistics through the use of the new International statistical classification.

Authors:  C L ERHARDT; L WEINER
Journal:  Am J Public Health Nations Health       Date:  1950-01

8.  ICD coding changes and discontinuities in trends in cause-specific mortality in six European countries, 1950-99.

Authors:  Fanny Janssen; Anton E Kunst
Journal:  Bull World Health Organ       Date:  2005-01-05       Impact factor: 9.408

9.  Cause-specific mortality time series analysis: a general method to detect and correct for abrupt data production changes.

Authors:  Grégoire Rey; Albertine Aouba; Gérard Pavillon; Rasmus Hoffmann; Iris Plug; Ragnar Westerling; Eric Jougla; Johan Mackenbach
Journal:  Popul Health Metr       Date:  2011-09-19
  9 in total

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