Limitations of pulmonary embolism ICD-10 codes in emergency department administrative data: let the buyer beware
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Kristin Burles1, Grant Innes1,2,3, Kevin Senior2
1Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
Insights
Pulmonary embolism (PE) ICD-10 codes in ambulatory care have a 17.7% false positive rate, often due to ambiguous documentation. Validation is crucial before using this data for research.
Area of Science:
- Health Informatics
- Medical Coding Accuracy
- Administrative Data Research
Background:
- Administrative data is vital for research and quality improvement, but its reliability hinges on accurate coding.
- While ICD-9 coding errors in inpatient data are documented, ICD-10 code validity in ambulatory care databases remains less explored.
- Accurate coding is essential for reliable research findings, effective quality improvement initiatives, and informed policymaking.
Purpose of the Study:
- To evaluate the accuracy of pulmonary embolism (PE) ICD-10 codes within a large, integrated hospital system.
- To assess the validity of using these PE ICD-10 codes for operational and health services research in emergency department (ED) ambulatory care databases.
Main Methods:
- Retrieved ambulatory care data for patients aged 18+ with PE ICD-10 codes (I26.0, I26.9) from four urban EDs (July 2013-January 2015).
- Confirmed PE diagnoses by reviewing medical records and imaging reports; chart review was the gold standard for discrepancies.
- Identified false positives (incorrect PE codes) and false negatives (missed PE codes) by comparing ICD-10 codes with discharge diagnoses and physician documentation.
Main Results:
- Of 1,453 patients with a PE ICD-10 code, 17.7% were false positives; 193 had ambiguous diagnoses ('rule out PE', 'query PE'), and 64 lacked PE.
- An additional 8.90% of patients with a confirmed PE diagnosis were assigned incorrect non-PE ICD-10 codes (false negatives).
- The PE ICD-10 codes demonstrated a sensitivity of 91.1% and a specificity of 99.9%, with positive and negative predictive values of 82.3% and 99.9%, respectively.
Conclusions:
- Ambulatory care data are susceptible to coding errors, underscoring the necessity of ICD-10 code validation before research utilization.
- Ambiguous physician documentation is a primary source of coding inaccuracies, highlighting the need for clear documentation practices.
- Implementing robust quality improvement processes is essential for physicians and data custodians to enhance ICD-10 coding accuracy.
Background:
Administrative data is a useful tool for research and quality improvement; however, validity of research findings based on these data depends on their reliability. Diagnoses assigned by physicians are subsequently converted by nosologists to ICD-10 codes (International Statistical Classification of Diseases and Related Health Problems, 10th Revision). Several groups have reported ICD-9 coding errors in inpatient data that have implications for research, quality improvement, and policymaking, but few have assessed ICD-10 code validity in ambulatory care databases. Our objective was to evaluate pulmonary embolism (PE) ICD-10 code accuracy in our large, integrated hospital system, and the validity of using these codes for operational and health services research using ED ambulatory care databases.
Methods:
Ambulatory care data for patients (age ≥ 18 years) with a PE ICD-10 code (I26.0 and I26.9) were obtained from the records of four urban EDs between July 2013 to January 2015. PE diagnoses were confirmed by reviewing medical records and imaging reports. In cases where chart diagnosis and ICD-10 code were discrepant, chart review was considered correct. Physicians' written discharge diagnoses were also searched using 'pulmonary embolism' and 'PE', and patients who were diagnosed with PE but not coded as PE were identified. Coding discrepancies were quantified and described.
Results:
One thousand, four hundred and fifty-three ED patients had a PE ICD-10 code. Of these, 257 (17.7%) were false positive, with an incorrectly assigned PE code. Among the 257 false positives, 193 cases had ambiguous ED diagnoses such as 'rule out PE' or 'query PE', while 64 cases should have had non-PE codes. An additional 117 patients (8.90%) with a PE discharge diagnosis were incorrectly assigned a non-PE ICD-10 code (false negative group). The sensitivity of PE ICD-10 codes in this dataset was 91.1% (95%CI, 89.4-92.6) with a specificity of 99.9% (95%CI, 99.9-99.9). The positive and negative predictive values were 82.3% (95%CI, 80.3-84.2) and 99.9% (95%CI, 99.9-99.9), respectively.
Conclusions:
Ambulatory care data, like inpatient data, are subject to coding errors. This confirms the importance of ICD-10 code validation prior to use. The largest proportion of coding errors arises from ambiguous physician documentation; therefore, physicians and data custodians must ensure that quality improvement processes are in place to promote ICD-10 coding accuracy.
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