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We develop many-server asymptotics in the Quality-and-Efficiency-Driven (QED) regime for models with admission control.
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The combination of SOFA-based models with admission-based models results in superior prognostic performance than each model alone.
49 We used Poisson regression models with ACSC admission count as the outcome measure and census population count as the population at risk.
Simulated patients enter the model with ICU admission, directly or from the ward.
Considering the EDI-2 subscales drive for thinness (DT) and body dissatisfaction (BD) instead of the total EDI-2 score yielded similar results (p < 0.0001 for DT and p = 0.0002 for BD in models with %EBW at admission and duration of illness).
Using a multinomial (polytomous) logistic regression model, with hospital admissions for heat stress modeled as a three-category dependent variable (zero-, morerate-, or high-incidence census tracts), our study explored several questions: a) How well does a national HVI explain heat-related hospitalizations in the city of Phoenix?
We did not include hypertrygliceridemia in the model because of the collinearity with admission hyperglycemia, which likely reflects the parallelism between serum levels of glucose and tryglicerides in decompensated diabetes.
We retained the model with 'any previous admission' on the grounds that ' previous emergency admission' was a subset of the former category and it did not provide superior explanatory power.
Each table reports the variables retained in the final risk-adjustment models, with the corresponding number of admissions, crude ORs and adjusted ORs from the "hospital discharge data" model and the "hospital discharge data + clinical variables + drug prescriptions" model.
We also performed a Cox proportional-hazards regression model with factors at admission related to MACE at least with a single-sided level of significance of 0.2 or less.
For predicting mortality SOFA-based models at admission seem to be competitive with severity of illness models limited to the first 24 hours of admission, and models based on sequential SOFA scores have comparable performance with other IOF scores.
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