Related Experiment Video
Updated: May 19, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Validity of using ICD-9-CM codes to identify selected categories of obstetric complications, procedures and
Sarah L Goff1, Penelope S Pekow, Glenn Markenson
1Department of Pediatrics, Center for Quality of Care Research, Baystate Medical Center, Springfield, MA 01199, USA. sarah.goff@bhs.org
Insights
Using International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) codes to track obstetric complications is valid for most categories, except for obesity. This method aids in improving obstetric quality of care.
Area of Science:
- Obstetrics and Gynecology
- Health Services Research
- Medical Informatics
Background:
- Administrative data, including International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) codes, are increasingly used to monitor obstetric quality of care.
- The validity of using these codes to identify obstetric complications and associated risk factors requires thorough evaluation.
Purpose of the Study:
- To assess the validity of using composite sets of ICD-9-CM codes to identify specific obstetric complications.
- To evaluate the accuracy of administrative data in capturing obstetric trauma, infection, hemorrhage, episiotomy, and obesity.
Main Methods:
- Retrospective review of administrative data from January 2009 to March 2010.
- Random selection of 100 medical records for five complication categories (trauma, infection, hemorrhage, episiotomy, obesity) and 60 control records per category.
- Estimation of sensitivity and specificity using inverse proportional weighting.
Main Results:
- High specificity was observed for most categories (episiotomy: 0.999, infection: 0.998, hemorrhage: 0.997, trauma: 0.995).
- Sensitivity varied significantly, with infection (1.00) and episiotomy (0.83) showing high values, while trauma (0.50) and hemorrhage (0.42) were lower.
- Obesity identification was unreliable (sensitivity: 0.15, specificity: 0.994), with challenges in determining if diagnoses were present on admission.
Conclusions:
- Composite sets of ICD-9-CM codes demonstrate validity for identifying patients within several obstetric complication categories.
- The reliability of using ICD-9-CM codes for identifying obesity-related complications needs further investigation.
- This approach can support efforts to improve obstetric quality of care through better data analysis.
Background:
The ability to measure and track changes in risk-adjusted obstetric complication rates using administrative data underpins efforts to improve obstetric quality of care, but the validity of this approach has not been adequately evaluated. We sought to assess the validity of using composites of ICD-9-CM codes to identify selected categories obstetric complications and risk factors associated with complications.
Methods:
Patients with ICD-9-CM codes for obstetric trauma/laceration, infection, haemorrhage, episiotomy or obesity discharged between January 2009 and March 2010 were identified in the study hospital's administrative data. One hundred medical records with ICD-9-CM codes of interest were randomly selected for review from each of the five categories. An additional 60 medical records without the ICD-9-CM codes of interest served as controls for each category. Sensitivity and specificity for the selected categories was estimated using inverse proportional weighting to adjust for sampling based on presence of one of the ICD-9-CM codes of interest.
Results:
Weighted sensitivities ranged from 0.15 [95% CI 0.11, 0.20] for obesity to 1.00 for overall infection while specificities ranged from 0.994 [95% CI 0.987, 0.998] for obesity to 0.999 [95% CI 0.996, 1.000] for episiotomy. Obese patients were not reliably identified and it was not possible ascertain whether some diagnoses were present on admission.
Conclusions:
For selected categories of obstetric complication diagnoses, use of composite sets of ICD-9-CM codes may be a valid method to identify patients within these complication categories.
Related Concept Videos
Nursing Interventions II: Selecting and Classifying the Nursing Interventions
Documentation of Nursing Diagnosis
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters assessment...
Formulating and Validating Nursing Diagnosis I
There are thirteen domains for...
Formulating and Validating Nursing Diagnosis II
Risk nursing diagnoses represent clinical judgments of an individual, family, or community more vulnerable to developing the health problem than others...
Methods of Documentation V: CBE
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic illness...
