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. 2020 Mar 4:2019:804-811.
eCollection 2019.

Have ICD-10 Coding Practices Changed Since 2015?

Affiliations

Have ICD-10 Coding Practices Changed Since 2015?

Srikanth Sivashankaran et al. AMIA Annu Symp Proc. .

Abstract

Usage of ICD-10 codes in administrative data has continued to shift since mandatory adoption in 2015. Identifying changing patterns in coding behavior is imperative in producing reliable analyses and robust conclusions. We examined the granularity of ICD-10 coding over time in a cohort selected from the IBM Explorys Therapeutic Dataset, which contains the records of over 60 million patients. Our seasonality-aware trend model identified patterns of interest, such as increased use of laterality codes for pain and increased use of codes denoting concepts novel to ICD- 10 for screening encounters. Those relying on these codes should adjust for these 'learning curve' effects. This work should be extended to additional modalities of terminology usage and represents a starting point for researchers working with dynamic clinical ontologies.

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Figures

Figure 1.
Figure 1.
Use of laterality codes for M25.51 header (pain in shoulder)
Figure 2.
Figure 2.
Seasonal coding patterns for R09.8 (respiratory symptoms)
Figure 3.
Figure 3.
Decreased usage of granular E11 code for T2DM with complications

References

    1. World Health Organization. International statistical classification of diseases and related health problems: 10th revision ICD-10 Geneva. WHO 2016 https://icd.who.int/browse10/Content/statichtml/ICD10Volume2_en_2016.pdf.
    1. Boyd AD, Li J, Burton MD, Jonen M, Gardeux V, Achour I, et al. The discriminatory cost of ICD-10-CM transition between clinical specialties: metrics, case study, and mitigating tools. J AMIA. 2013 Jul;20(4):708–17. - PMC - PubMed
    1. Office of the Secretary, HHS. HIPAA administrative simplification modifications to medical data code set standards to adopt ID-10-CM and ICD-10-PCS Final rule. Fed Regist. 2009 Jan 16;74(11):3328–62. - PubMed
    1. National Center for Health Statistics. International Classification of Diseases (ICD-10-CM/PCS). [Internet]2015 [cited] 2019 Feb 1; Available from https://www.cdc.gov/nchs/icd/icd10cm_pcs_background.htm.
    1. Clark JS. The facts about ICD-10-CM/PCS implementation. Implementation will improve the quality of patient care.J AHIMA. 2012 Mar;83(3):42–3. - PubMed

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