Data availability GFEDv4.1s emission data are available at QFEDv2.5r1 emission data are available at GFASv1.2 data are available at PM 2.5 surface monitoring data for different regions are available from Environmental Canada ( the US Environmental Protection Agency (US EPA) AirNow ( US EPA Interagency Monitoring of Protected Visual Environments (IMPROVE) ( the US Forest Service ( the European Air Quality Portal ( the China National Environmental Monitoring Center (CNEMC, and OpenAQ ( Satellite AOD retrievals from the MODIS Level 2 aerosol products (MOD04 and MYD04) are available at The CAMS modelling and reanalysis data are available at The smoke plume information from the Hazard Mapping System (HMS) is available at The GEOS-FP reanalysis data are available at The WorldPop gridded global population distribution data can be obtained from The national total population data of each year are from United Nations ( US Census Bureau, Population Division ( and Statistics Canada ( The baseline national all-cause death rate, cause-specific death rate, and 5-year age-specified population structure from the GBD study can be obtained from Global fire-related PM 2.5 concentration in 2023 generated from this study is available from the figshare repository at and All maps were created based on freely available shapefiles from the Database of Global Administrative Boundaries ( using NCAR Command Language (NCL) v6.4.0 ( and R v4.1.3 ( with the ggplot2 v.3.5.1 ( library
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