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Updated: Dec 2, 2025

Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
Trends in COVID-19 Risk-Adjusted Mortality Rates
Leora I Horwitz1,2,3, Simon A Jones1,2, Robert J Cerfolio4
1Center for Healthcare Innovation and Delivery Science, NYU Langone Health, New York, New York.
COVID-19 (coronavirus disease 2019) mortality has decreased, even when accounting for patient demographics and clinical factors. This study suggests improved outcomes in a New York health system from March to August 2020.
Area of Science:
- Infectious Diseases
- Epidemiology
- Critical Care Medicine
Background:
- Early phases of the COVID-19 pandemic were associated with high in-hospital mortality rates.
- Recent observations suggest a decline in COVID-19 mortality, prompting investigation into contributing factors.
- Changes in patient demographics, including age and comorbidities, may influence observed mortality trends.
Purpose of the Study:
- To investigate the association between changing patient demographics and hospital mortality during the COVID-19 pandemic.
- To determine if the decrease in COVID-19 mortality rates is attributable to improved treatments or shifts in patient characteristics.
- To analyze in-hospital mortality trends adjusted for demographic and clinical factors within an academic health system.
Main Methods:
- Retrospective analysis of 5,121 hospitalizations for COVID-19 from March to August 2020 across three hospitals.
- In-hospital mortality or discharge to hospice was the primary outcome measure.
- Statistical adjustment for demographic factors, comorbidities, admission vital signs, and laboratory results was performed.
Main Results:
- Adjusted in-hospital mortality for COVID-19 decreased significantly from 25.6% in March to 7.6% in August 2020.
- The standardized mortality ratio declined from 1.26 in March to 0.38 in August, indicating a substantial reduction in observed versus expected deaths.
- The average probability of death decreased by 18.2 percentage points from March to August, after accounting for patient characteristics.
Conclusions:
- COVID-19 hospital mortality has demonstrably decreased within this academic health system.
- The observed reduction in mortality persists even after adjusting for changes in patient demographics and clinical profiles.
- These findings suggest a genuine improvement in COVID-19 outcomes over time, independent of patient population shifts.
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