تقرير
Collaborative Hubs: Making the Most of Predictive Epidemic Modeling.
| العنوان: | Collaborative Hubs: Making the Most of Predictive Epidemic Modeling. |
|---|---|
| المؤلفون: | Reich NG; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Lessler J; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Funk S; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Viboud C; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Vespignani A; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Tibshirani RJ; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Shea K; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Schienle M; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Runge MC; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Rosenfeld R; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Ray EL; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Niehus R; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Johnson HC; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Johansson MA; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Hochheiser H; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Gardner L; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Bracher J; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Borchering RK; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD., Biggerstaff M; Nicholas G. Reich and Evan L. Ray are with the Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst. Justin Lessler is with the Department of Epidemiology, UNC Gillings School of Global Public Health, University of North Carolina at Chapel Hill. Sebastian Funk is with the Centre for Mathematical Modelling of Infectious Diseases and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK. Cecile Viboud is with the Fogarty International Center, National Institutes of Health, Bethesda, MD. Alessandro Vespignani is with the Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA. Ryan J. Tibshirani is with the Department of Statistics & Data Science and the Department of Machine Learning, Carnegie Mellon University, Pittsburgh, PA. Katriona Shea and Rebecca K. Borchering are with the Department of Biology and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park. Melanie Schienle and Johannes Bracher are with the Chair of Statistics and Econometrics, Karlsruhe Institute of Technology, Karlsruhe, Germany. Michael C. Runge is with the Eastern Ecological Science Center, US Geological Survey, Laurel, MD. Roni Rosenfeld is with the Machine Learning Department, Carnegie Mellon University. Rene Niehus and Helen C. Johnson are with the European Centre for Disease Prevention and Control, Solna, Sweden. Michael A. Johansson and Matthew Biggerstaff are with the COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, GA. Harry Hochheiser is with the Department of Biomedical Informatics and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA. Lauren Gardner is with the Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD. |
| المصدر: | American journal of public health [Am J Public Health] 2022 Jun; Vol. 112 (6), pp. 839-842. Date of Electronic Publication: 2022 Apr 14. |
| نوع المنشور: | Editorial; Research Support, U.S. Gov't, Non-P.H.S.; Research Support, U.S. Gov't, P.H.S.; Research Support, Non-U.S. Gov't; Research Support, N.I.H., Extramural |
| اللغة: | English |
| بيانات الدورية: | Publisher: American Public Health Association Country of Publication: United States NLM ID: 1254074 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1541-0048 (Electronic) Linking ISSN: 00900036 NLM ISO Abbreviation: Am J Public Health Subsets: MEDLINE |
| أسماء مطبوعة: | Publication: Washington, DC : American Public Health Association Original Publication: New York [etc.] |
| مواضيع طبية MeSH: | Epidemics*, Humans |
| التعليقات: | Comment in: Am J Public Health. 2022 Nov;112(11):e1-e2. (PMID: 36223585) |
| References: | Sci Rep. 2019 Jan 24;9(1):683. (PMID: 30679458) MMWR Morb Mortal Wkly Rep. 2021 May 14;70(19):719-724. (PMID: 33988185) Nat Commun. 2021 Aug 27;12(1):5173. (PMID: 34453047) Proc Natl Acad Sci U S A. 2019 Nov 26;116(48):24268-24274. (PMID: 31712420) Science. 2005 Oct 14;310(5746):248-9. (PMID: 16224011) Science. 2020 May 8;368(6491):577-579. (PMID: 32381703) Proc Natl Acad Sci U S A. 2021 Dec 21;118(51):. (PMID: 34903654) Lancet Respir Med. 2015 Jan;3(1):42-52. (PMID: 25466337) Epidemics. 2018 Mar;22:13-21. (PMID: 28958414) Lancet Infect Dis. 2020 May;20(5):533-534. (PMID: 32087114) Lancet Digit Health. 2020 Oct;2(10):e498-e499. (PMID: 32838252) Emerg Infect Dis. 2020 Nov;26(11):e1-e14. (PMID: 32917290) |
| معلومات مُعتمدة: | U01IP001137 United States ACL ACL HHS; U01 IP001121 United States IP NCIRD CDC HHS; U24 GM132013 United States GM NIGMS NIH HHS; R01 GM140564 United States GM NIGMS NIH HHS; U01 IP001137 United States IP NCIRD CDC HHS; NU38OT000297 United States CC CDC HHS; U01 IP001122 United States IP NCIRD CDC HHS; United Kingdom WT_ Wellcome Trust; R35 GM119582 United States GM NIGMS NIH HHS; 210758/Z/18/Z United Kingdom WT_ Wellcome Trust |
| تواريخ الأحداث: | Date Created: 20220414 Date Completed: 20220527 Latest Revision: 20240216 |
| رمز التحديث: | 20240216 |
| مُعرف محوري في PubMed: | PMC9137029 |
| DOI: | 10.2105/AJPH.2022.306831 |
| PMID: | 35420897 |
| قاعدة البيانات: | MEDLINE |
Full Text Finder | تدمد: | 1541-0048 |
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| DOI: | 10.2105/AJPH.2022.306831 |