ArticleAmerican journal of public health2022
Collaborative Hubs: Making the Most of Predictive Epidemic Modeling.
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Article in American journal of public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers.
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40citing papers in PubMed
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Who cites it
40 citing papers in PubMed.
- Evaluation of respiratory disease hospitalisation forecasts using synthetic outbreak data.Communications medicine · 2026Article
- Learning shared forecast-error structure to improve ensemble forecasts of seasonal respiratory outbreaks.medRxiv : the preprint server for health sciences · 2026Article
- Adaptive multi-model ensembles for improved epidemic projections and decision support.medRxiv : the preprint server for health sciences · 2026Article
- A Software Platform for Collaborative Infectious Disease Modeling.Nature health · 2026Article
- Local Influenza Forecasts Outperform State-Level Forecasts in the United States.medRxiv : the preprint server for health sciences · 2026Article
- Basic Baseline model design choices can substantially influence performance in collaborative forecast hubs.medRxiv : the preprint server for health sciences · 2026Article
- Leveraging probabilistic forecasts for dengue preparedness and control: The 2024 Dengue Forecasting Sprint in Brazil.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Multi-Model Ensembles in Infectious Disease and Public Health: Methods, Interpretation, and Implementation in R.Statistics in medicine · 2026Article
- Improving outbreak forecasts through model augmentation.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Coordinating collaborative infectious disease modeling projects with the hubverse.medRxiv : the preprint server for health sciences · 2025Article
- Comparative evaluation of behavioral epidemic models using COVID-19 data.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Evaluation of the 2022 West Nile virus forecasting challenge, USA.Parasites & vectors · 2025Article
- Why the growth of arboviral diseases necessitates a new generation of global risk maps and future projections.PLoS computational biology · 2025Article
- A parsimonious Bayesian predictive model for forecasting new reported cases of West Nile disease.Infectious Disease Modelling · 2024Article
- Oscillating spatiotemporal patterns of COVID-19 in the United States.Scientific reports · 2024Article
- Optimizing Disease Outbreak Forecast Ensembles.Emerging infectious diseases · 2024Article
- Recent approaches in computational modelling for controlling pathogen threats.Life science alliance · 2024Review
- Title evaluation of FluSight influenza forecasting in the 2021-22 and 2022-23 seasons with a new target laboratory-confirmed influenza hospitalizations.Nature communications · 2024Article
- Evaluating the forecasting performance of ensemble sub-epidemic frameworks and other time series models for the 2022-2023 mpox epidemic.Royal Society open science · 2024Article
- Characterising information gains and losses when collecting multiple epidemic model outputs.Epidemics · 2024Article
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19 authors.
Nicholas G ReichNicholas 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.
Justin LesslerNicholas 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.
Sebastian FunkNicholas 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.
Cecile ViboudNicholas 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.
Alessandro VespignaniNicholas 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.
Ryan J TibshiraniNicholas 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.
Katriona SheaNicholas 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.
Melanie SchienleNicholas 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.
Michael C RungeNicholas 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.
Roni RosenfeldNicholas 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.
Evan L RayNicholas 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.
Rene NiehusNicholas 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.
Helen C JohnsonNicholas 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.
Michael A JohanssonNicholas 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.
Harry HochheiserNicholas 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.
Lauren GardnerNicholas 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.
Johannes BracherNicholas 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.
Rebecca K BorcheringNicholas 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.
Matthew BiggerstaffNicholas 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.
Funding
MIDAS Coordination CenterU24GM132013 · NIGMS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI HOCHHEISER, HARRY S · 2019 to 2023
$8.1MInfluenza Forecasting Center of Excellence at University of Massachusetts AmherstU01IP001122 · IP · UNIVERSITY OF MASSACHUSETTS AMHERST · PI REICH, NICHOLAS G · 2019 to 2023
$5.4MStatistical methods for real-time forecasts of infectious disease: expanding dynamic time-series and machine learning approaches for pandemic scenariosR35GM119582 · NIGMS · UNIVERSITY OF MASSACHUSETTS AMHERST · PI Nicholas G Reich · 2016 to 2026
$4.8MDelphi Influenza Forecasting Center of ExcellenceU01IP001121 · IP · CARNEGIE-MELLON UNIVERSITY · PI ROSENFELD, RONALD · 2019 to 2023
$4.8MRFA-IP-20-003, FluMod - Center for the Multiscale Modeling of Pandemic and seasonal Flu Prevention and ControlU01IP001137 · IP · NORTHEASTERN UNIVERSITY · PI VESPIGNANI, ALESSANDRO · 2020 to 2024
$3.4MMerging machine learning and mechanistic models to improve prediction and inference in emerging epidemicsR01GM140564 · NIGMS · UNIV OF NORTH CAROLINA CHAPEL HILL · PI EDWARDS, JESSIE, LESSLER, JUSTIN · 2021 to 2024
$1.8MNCIRD CDC HHS U01 IP001122NCIRD CDC HHS U01 IP001137NIGMS NIH HHS R35 GM119582NIGMS NIH HHS U24 GM132013Wellcome TrustWellcome Trust 210758/Z/18/Z
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