Related Experiment Video
Updated: Jul 6, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Diagnostic coding combination patterns, CHS-DRG severity stratification, and hospitalization expenditure in pneumonia
Tingting Liu1, Yan Li2, Yueyue Liang1
1Medical Record Management Office, Anhui Chest Hospital, Hefei, Anhui Province, 230032, China.
Background:
China's Healthcare Security Diagnosis-Related Groups (CHS-DRG) framework anchors inpatient payment to a relative weight (RW) set by each hospitalization's severity stratum. That stratum depends on the complications and comorbidities (CC) and major complications and comorbidities (MCC) identified among recorded secondary diagnoses, so ICD-10 documentation carries direct payment consequences. Evidence on diagnostic coding combination patterns in clinically complex populations, and on the methodological hazards of analyzing an exposure defined by grouper logic, remains limited.
Methods:
This single-center retrospective study used medical record front page and CHS-DRG grouping data (locally implemented national grouper, v2.0) for pneumonia hospitalizations discharged from Anhui Chest Hospital in 2025. The hospitalization was the unit of analysis; 131 met pre-specified criteria and were classified by recorded ICD-10 secondary diagnoses into three mutually exclusive coding patterns (basic-disease-only; basic disease with CC; enhanced complication). Because the exposure shares the grouper's own logic, its correspondence with the severity stratum is treated as definitional and the regressions as exploratory. Reporting follows STROBE and RECORD.
Results:
Among 131 hospitalizations (mean age 70.4 ± 10.7 years; 91 of 131 male, 69.5%), 15 (11.45%), 20 (15.27%), and 96 (73.28%) fell into the basic-disease-only, basic disease with CC, and enhanced complication patterns. By construction each pattern mapped one-to-one onto its severity stratum. Total hospitalization expenditure, the only non-definitional outcome, rose across patterns (H = 43.57, P < 0.001): medians 5,938.62, 6,769.91, and 25,501.36 yuan (approximately US$827, US$943, and US$3,552); RW followed a parallel gradient (H = 42.96, P < 0.001). In exploratory regression, length of stay and the count of recorded chronic conditions co-varied with MCC entry (adjusted OR 1.234, 95% CI 1.101 to 1.384, and 1.411, 95% CI 1.144 to 1.741, respectively), both contemporaneous and partially coding-dependent rather than independent predictors.
Conclusions:
The structure of recorded ICD-10 diagnoses corresponded to CHS-DRG severity stratification and RW by definition rather than through an independent association, while realized expenditure rose in parallel. The study is best read as a cautionary illustration of definitional circularity: rule-conformant ICD-10 coding remains necessary for accurate stratification and equitable payment, but coding-pattern data alone cannot establish independent clinical or economic effects.
Clinical Trial Number:
Not applicable.
Related Concept Videos
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
Medical History
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...
Chronic Obstructive Pulmonary Disease IV: Clinical Manifestations
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 VI: Case Management Model
For example, a patient with a chronic illness...
Pneumonia III: Complications and Assessment