1. The explained variance and discriminant accuracy of APACHE IVa severity scoring in specific subgroups of ICU patients
- Author
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Raschke RA, Gerkin RD, Ramos KS, Fallon M, and Curry SC
- Subjects
APACHE ,severity scoring system ,discriminant accuracy ,explained variance ,mortality ,myocardial infarction ,CABG ,multiple organ dysfunction score ,patient subgroups ,validity ,Medical emergencies. Critical care. Intensive care. First aid ,RC86-88.9 ,Diseases of the respiratory system ,RC705-779 - Abstract
Objective: The Acute Physiology and Chronic Health Evaluation (APACHE) is a severity scoring system used to predict healthcare outcomes and make inferences regarding quality of care. APACHE was designed and validated for use in general ICU populations, but its performance in specific subgroups of ICU patients is unproven. Quantitative performance referents for severity scoring systems like APACHE have not been established. This study compares the performance of APACHE IVa in several common subgroups of ICU patients to the performance of APACHE IVa and a referent scoring system applied in a general ICU population. Design: Observational cohort. Setting: Seventeen ICUs. Patients: Adult patients meeting criteria for APACHE IVa scoring. Intervention: We designed a “two-variable severity score” (2VSS) to provide “weak” reference values for explained variance (R2) and discriminant accuracy to use in our comparisons. R2 and AUROC were calculated for 2VSS and APACHE IVa outcome predictions in the overall cohort, and for APACHE IVa in subgroups with sepsis, acute myocardial infarction, coronary artery bypass grafting, stroke, gastrointestinal bleeding, trauma, or requiring mechanical ventilation. APACHE IVa subgroup performance was compared to APACHE VIa and 2VSS performance in the overall cohort. Measurements and Main Results: APACHE IVa out-performed 2VSS in our cohort of 66,821 ICU patients (R2: 0.16 vs 0.09; AUROC: 0.89 vs 0.77). However, APACHE IVa performance was significantly diminished in subgroups with sepsis, coronary artery bypass grafting, gastrointestinal bleeding or requiring mechanical ventilation compared to its performance in the overall cohort analysis. APACHE IVa performance in patients undergoing CABG (R2: 0.03, AUROC: 0.74) failed to surpass 2VSS performance referents. Conclusions: The performance of severity scoring systems like APACHE might be insufficient to provide valid inferences regarding quality of care in select patient subgroups. Our analysis of 2VSS provides quantitative referents that could be useful in defining acceptable performance.
- Published
- 2018
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