Lessons learned from predicting hospital admission criteria comparing two COVID-19 waves: An Emergency Department’s perspective
Introduction Emergency Departments (ED) play a central role in providing healthcare during crises such as pandemics. Evaluation of admission criteria under the circumstances of wave-dynamics is the bottleneck question for both clinical practice and planning on a structural level.Methods This study compares patient characteristics, clinical biomarkers and outcomes during wave 1 (W1) and wave 2 (W2) of the COVID-19 pandemic at two tertiary care EDs in Berlin. We validated parameters predicting hospital admission by a CART-analysis of W1 in W2 and compared the findings to a CART-model derived from W2 by a decision curve analysis.Results A total of 1,204 patients with suspected COVID-19 presented in W1 and 1,440 in W2; 106 in W1 and 722 in W2 tested positive. Patients in W2 were older (>65 years, W1: 22.2%; W2: 34.6%) and multimorbid. Mortality of positive tested (W1: 1.9%; W2:8.6%) rose in W2. The admission-predicting parameters O2 saturation <95%, dyspnea, and cardiovascular comorbidities of W1 were applicable with a sensitivity of 98.5% (CI-95%: 96.3% - 99.4%) and specificity of 68.4% (61.0%-74.9%) in W2.Conclusions Our results show transferability of admission-criteria despite changing pandemic conditions and serve as lessons learned to support future pandemic preparedness and capacity planning.
Authors
- Martin Möckel (ORCID: https://orcid.org/0000-0002-7691-3709)
- Mareen Pigorsch (ORCID: https://orcid.org/0000-0001-5616-7748)
- Kira Louisa Boldt (ORCID: https://orcid.org/0009-0008-1064-9379)
- Samipa Pudasaini (ORCID: https://orcid.org/0000-0001-9123-5080)
- Jennifer Hitzek (ORCID: https://orcid.org/0000-0002-2213-5497)
- Anna Slagman (ORCID: https://orcid.org/0000-0003-2608-0347)
- Manfred M. Mayer (ORCID: https://orcid.org/0009-0001-5118-3324)
Institutions
- Humboldt-Universität zu Berlin (DE)
Publication Details
- Journal
- Biomarkers
- Published
- 2026-09-16
- DOI
- https://doi.org/10.1080/1354750x.2026.2725728
- Primary Topic
- Emergency and Acute Care Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00