The influence of the dynamic context of the pandemic on the predictive performance of mortality predictions over time in older patients hospitalized for COVID-19

Compared to the moderate model performance in the first wave, we observed a slight decrease in terms of discrimination and calibration in the second and third wave with a much larger decrease in the fourth wave. This highlights the importance of ongoing data collection, monitoring of model performance, and model updates during a pandemic.

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Publication Details

Journal
Journal of Clinical Epidemiology
Published
2024-12-26
DOI
https://doi.org/10.1016/j.jclinepi.2024.111652
Citations
2
Primary Topic
COVID-19 and healthcare impacts
Type
article
Field-Weighted Citation Impact
0.57

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article

The influence of the dynamic context of the pandemic on the predictive performance of mortality predictions over time in older patients hospitalized for COVID-19

Jacobijn Gussekloo, Raymond Noordam, Brent Appelman, Veerle M G T H van der Klei et al.
2 citations
Journal of Clinical Epidemiology
COVID-19 and healthcare impacts
0.57
article

The influence of the dynamic context of the pandemic on the predictive performance of mortality predictions over time in older patients hospitalized for COVID-19

Jacobijn Gussekloo, Raymond Noordam, Brent Appelman, Veerle M G T H van der Klei, Julia Minnema, Rosalinde A. L. Smits, Annemieke Smorenberg, Harmke A. Polinder‐Bos, Anum Zahra, Geeske M. E. E. Peeters, Maarten van Smeden, Bas F M van Raaij, Anne de Hond, Karel G.M. Moons, Stella Trompet, Simon P. Mooijaart, Ewout W. Steyerberg
article en
2 citations

Abstract

Compared to the moderate model performance in the first wave, we observed a slight decrease in terms of discrimination and calibration in the second and third wave with a much larger decrease in the fourth wave. This highlights the importance of ongoing data collection, monitoring of model performance, and model updates during a pandemic.

Journal of Clinical EpidemiologyVol. 179
Radboud University Nijmegen (NL), Utrecht University (NL), Leiden University Medical Center (NL), Erasmus MC (NL), Amsterdam UMC Location University of Amsterdam (NL), Radboud University Medical Center (NL), University Medical Center Utrecht (NL), Amsterdam Neuroscience (NL), Amsterdam University Medical Centers (NL), University of Amsterdam (NL), Amsterdam UMC Location Vrije Universiteit Amsterdam (NL)
ZonMw
Good health and well-being
Openalex Percentile: Top 26%
COVID-19 and healthcare impacts
0.57
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