Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States
University of Massachusetts Amherst · Centers for Disease Control and Prevention · +71 more institutions
Abstract
Short-term probabilistic forecasts of the trajectory of the COVID-19 pandemic in the United States have served as a visible and important communication channel between the scientific modeling community and both the general public and decision-makers. Forecasting models provide specific, quantitative, and evaluable predictions that inform short-term decisions such as healthcare staffing needs, school closures, and allocation of medical supplies. Starting in April 2020, the US COVID-19 Forecast Hub (https://covid19forecasthub.org/) collected, disseminated, and synthesized tens of millions of specific predictions from more than 90 different academic, industry, and independent research groups. A multimodel…
Citation impact
- FWCI
- 39.06
- Percentile
- 100%
- References
- 29
Authors
295Topics & keywords
- Probabilistic logic
- Staffing
- Geospatial analysis
- Coronavirus disease 2019 (COVID-19)
- Baseline (sea)
- Actuarial science
- Operations research
- Public health
Funding
- MGMassachusetts General Hospital
- UOUniversity of Southern California
- BUBrown University
- CUClemson University
- GIGeorgia Institute of TechnologyAward: 30332
- MIMassachusetts Institute of Technology
- EUEmory University
- RPRensselaer Polytechnic Institute
- SUSyracuse University
- HUHarvard University
- SOSchool of Medicine, Boston University
- ASArizona State University
- UOUniversity of WashingtonAward: WA 98195
- JHJohns Hopkins UniversityAward: COVID-19
- CMCarnegie Mellon University
- UOUniversity of Notre Dame
- UOUniversity of Texas at Austin
- UOUniversity of Bern
- ISIowa State University
- SFSanta Fe Institute
- TTRIUMF
- IFInstitute for Health Metrics and Evaluation
- IFInstitute for Scientific Interchange
- YUYork University
- ICImperial College London
- DUDalhousie University
- PGPeople's Government of Jilin Province
- JUJilin UniversityAward: 130012
- UOUniversity of Science and Technology of China
- MUMasarykova Univerzita
- CFCenters for Disease Control and Prevention
- DFDirectorate for Biological Sciences
- UOUniversity of California, Santa Barbara
- UOUniversity of California, Los Angeles
- UOUniversity of North Carolina at Chapel Hill
- UOUniversity of California, San Diego
- JHJohns Hopkins Bloomberg School of Public Health
- SUState University of New York Upstate Medical University
- WCWinship Cancer Institute
- DODepartment of Psychiatry, Columbia University
- SSSloan School of Management, Massachusetts Institute of Technology
- DODepartment of Internal Medicine, University of Utah
- MRMedical Research CouncilAwards: 85704, MR/R015600/1, MR/J008761/1, MC_PC_19012, COVID-19
- EREngineer Research and Development Center
- LALos Alamos National Laboratory