Observational studyJournal of medical systems2022
All Patient Refined-Diagnosis Related Groups' (APR-DRGs) Severity of Illness and Risk of Mortality as predictors of in-hospital mortality.
Observational study in Journal of medical systems, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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Who cites it
17 citing papers in PubMed.
- Why is the data quality of hospital morbidity so heterogeneous? A nationwide survey of Portuguese clinical coders.Archives of public health = Archives belges de sante publique · 2026Article
- A new simplified minimum data set better predicts outcomes for individuals admitted to intermediate care functional recovery units in catalonia.The Journal of frailty & aging · 2026Article
- Increasing Hospitalizations for Wernicke Encephalopathy in Spain: A Nationwide Population-Based Study.Journal of clinical medicine · 2026Article
- Palliative care impact on hospital utilization and trends among lung cancer admissions with a high risk of mortality in U.S. hospitals.Frontiers in health services · 2026Article
- Patient Characteristics and Clinical Outcomes of Acute Pyelonephritis Treated in Mayo Clinic's Hospital-at-Home Program.Open forum infectious diseases · 2026Article
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- Analysis and optimization of inpatient cost structure for fracture patients under the implementation of the DRG policy.Frontiers in public health · 2025Article
- Frequency, financial impact, and factors associated with cost outliers in intensive care units: a cohort study in Belgium.Critical care science · 2025Article
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- Pediatric Physical Restraint Coding in US Hospitals: A 2019 Kids Inpatient Database Study.Hospital pediatrics · 2024Article
- Burden of delayed discharge on acute hospital medical wards: A retrospective ecological study in Rome, Italy.PloS one · 2024Observational
- Coding for Physical Restraint Status Among Hospitalized Patients: a 2019 National Inpatient Sample Analysis.Journal of general internal medicine · 2023Article
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Authors and funding
7 authors.
Funding
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Abstract
The aims of this study were to assess All-Patient Refined Diagnosis-Related Groups' (APR-DRG) Severity of Illness (SOI) and Risk of Mortality (ROM) as predictors of in-hospital mortality, comparing with Charlson Comorbidity Index (CCI) and Elixhauser Comorbidity Index (ECI) scores. We performed a retrospective observational study using mainland Portuguese public hospitalizations of adult patients from 2011 to 2016. Model discrimination (C-statistic/ area under the curve) and goodness-of-fit (R-squared) were calculated. Our results comprised 4,176,142 hospitalizations with 5.9% in-hospital deaths. Compared to the CCI and ECI models, the model considering SOI, age and sex showed a statistically significantly higher discrimination in 49.6% (132 out of 266) of APR-DRGs, while in the model with ROM that happened in 33.5% of APR-DRGs. Between these two models, SOI was the best performer for nearly 20% of APR-DRGs. Some particular APR-DRGs have showed good discrimination (e.g. related to burns, viral meningitis or specific transplants). In conclusion, SOI or ROM, combined with age and sex, perform better than more widely used comorbidity indices. Despite ROM being the only score specifically designed for in-hospital mortality prediction, SOI performed better. These findings can be helpful for hospital or organizational models benchmarking or epidemiological analysis.
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