ArticlePloS one2020
Early indicators of intensive care unit bed requirement during the COVID-19 epidemic: A retrospective study in Ile-de-France region, France.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed, 32 citations in OpenAlex.
- The Crucial Role of Laboratory Medicine in Addressing Future Public Health Infectious Threats: Insights Gained from the COVID-19 Pandemic.Diagnostics (Basel, Switzerland) · 2025Article
- Application of exponential smoothing method and SARIMA model in predicting the number of admissions in a third-class hospital in Zhejiang Province.BMC public health · 2023Article
- Review
- The role of emergency incident type in identifying first responders' health exposure risks.Journal of safety science and resilience = An quan ke xue yu ren xing (Ying wen) · 2023Article
- Value of information analysis for pandemic response: intensive care unit preparedness at the onset of COVID-19.BMC health services research · 2023Article
- Observational
- Toward an observatory of the evolution of clinical trials through phylomemy reconstruction: the COVID-19 vaccines example.Journal of clinical epidemiology · 2022Article
- Generating High-Granularity COVID-19 Territorial Early Alerts Using Emergency Medical Services and Machine Learning.International journal of environmental research and public health · 2022Article
- Observational
- Decision-making tools for healthcare structures in times of pandemic.Anaesthesia, critical care & pain medicine · 2022Article
- Article
- Acute respiratory infection rates in primary care anticipate ICU bed occupancy during COVID-19 waves.PloS one · 2022Article
- Initial prehospital Rapid Emergency Medicine Score (REMS) to predict outcomes for COVID-19 patients.Journal of the American College of Emergency Physicians open · 2021Article
- Collaborative and Structured Network for Maintenance of Mechanical Ventilators during the SARS-CoV-2 Pandemic.Healthcare (Basel, Switzerland) · 2021Article
- Emergency Medical Services (EMS) Calls During COVID-19: Early Lessons Learned for Systems Planning (A Narrative Review).Open access emergency medicine : OAEM · 2021Review
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Authors and funding
1 author.
Funding
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Abstract
The aim of our retrospective study was to evaluate the earliest COVID19-related signal to anticipate requirements of intensive care unit (ICU) beds. Although the number of ICU beds is crucial during the COVID-19 epidemic, there is no recognized early indicator to anticipate it. In the Ile-de-France region, from February 20 to May 5, 2020, emergency medical service (EMS) calls and the response provided (ambulances) together the percentage of positive reverse transcriptase polymerase chain reaction (RT-PCR) tests, general practitioner (GP) and emergency department (ED) visits, and hospital admissions of COVID-19 patients were recorded daily and compared to the number of ICU patients. Correlation curve analysis was performed to determine the best correlation coefficient, depending on the number of days the indicator has been shifted. Primary endpoint was the number of ICU patients. EMS calls, percentage of positive RT-PCR tests, ambulances used, ED and GP visits of COVID-19 patients were strongly associated (R2 ranging between 0.79 to 0.99, all P<0.001) with COVID-19 ICU patients with an anticipation delay of 23, 15, 14, 13, and 12 days respectively. Hospitalization did not anticipate ICU bed requirement. A qualitative analysis of the onset of the second wave period of the epidemic (August 1 to September 15, 2020) in the same region provided similar results. The daily number of COVID19-related telephone calls received by the EMS and corresponding dispatch ambulances, and the proportion of positive RT-PCR tests were the earliest indicators of the number of COVID19 patients requiring ICU care during the epidemic crisis, rapidly followed by ED and GP visits. This information may help health authorities to anticipate a future epidemic, including a second wave of COVID19, or decide additional social measures.
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