we focus on a machine-learned anonymized mobility map (hereon referred to as AMM) aggregated over hundreds of millions of smartphones and evaluate its utility in forecasting epidemics. We factor AMM into a metapopulation model to retrospectively forecast influenza in the USA and Australia. We show...
Radar Science Technical Group, Radar Science & Engineering Section, Jet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109-8099, USA Sassan S Saatchi Department of Ecology and Evolutionary Biology, University of California, Los Angeles, 621 Charles E...
cases, according to statistics from the Guangdong Health Commission (http://cdcp.gd.gov.cn/); the heat map at the top right is based on the Oxford COVID-19 Government Response Tracker (OxCGRT) database, reflecting the changes in internal movement restrictions and international travel controls....
Department of Statistics, Harvard University, Cambridge, MA, 02138, USA S. C. Kou Contributions S.Y. and S.N. contributed equally to this work. S.Y., S.N., and S.C.K. designed the research; S.Y., S.N., and S.C.K. performed the research; S.Y. and S.N. analyzed data; ...
Canada, China, Denmark, Ethiopia, France, Germany, Ireland, Italy, Japan, Kenya, Luxembourg, Malaysia, Mexico, Mongolia, Morocco, Namibia, Netherlands, Nigeria, Republic of Korea, Saudi Arabia, Sweden, Switzerland, Togo, Turkey, UK, and USA) (map.chart.net accessed on 1 September 2023). ...
APMV-3 is prevalent in Europe, USA and other poultry producing countries and causes respiratory disease and stunting of turkeys. Laying turkeys are vaccinated with killed adjuvanted vaccines. Primary in ovo (see below) live virus vaccines may be more effective. AMPV-3 is also a candidate for ...
The map in Fig.1was drawn using ArcGIS software (version 10.3, ESRI, Redlands, CA, USA). R software (version 4.2.2, R Foundation for Statistical Computing, Vienna, Austria) was used to statistically analyse and visualize data on influenza and influencing factors. The effects of influencing fa...
Route MapAbout City London was founded as a communication center by the Romans shortly after they invaded Britain in 43 AD. Londinium, as it was called then, was a little village on the Thames., on the route to the provincial capital in eastern England. The Romans built a bridge across ...
Influenza is a major year-round cause of respiratory illness in Kenya, particularly in children under 5. Current influenza vaccines result in short-term, strain-specific immunity and were found in a previous study not to be cost-effective in Kenya. However, next-generation vaccines are in develo...
Sci. USA 101, 1356–1361 (2004). 28. Koopmans, M. et al. Transmission of H7N7 avian influenza A virus to human beings during a large outbreak in commercial poultry farms in the Netherlands. Lancet 363, 587–593 (2004). The original account of a highly pathogenic H7N7 influenza ...