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Comparison of High Spatial Resolution PM2.5, PM10, and NO2 Estimates Using a Deep Ensemble Machine Learning Framework in a Low Pollution Setting.

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Title: Comparison of High Spatial Resolution PM2.5, PM10, and NO2 Estimates Using a Deep Ensemble Machine Learning Framework in a Low Pollution Setting.
Authors: Cowie CT; Woolcock Institute of Medical Research, Macquarie University, Macquarie Park, New South Wales 2113, Australia.; South West Sydney Clinical Campus, UNSW Sydney, Liverpool, New South Wales 2170, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia., Hanigan IC; School of Population Health, Curtin University, Perth, Western Australia 6845, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.; Healthy Environments and Lives (HEAL) National Research Network, Canberra, Australian Capital Territory 2617, Australia., Yu W; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria 3004, Australia., Yuen C; School of Population Health, Curtin University, Perth, Western Australia 6845, Australia.; Sydney School of Public Health, and University Centre for Rural Health, The University of Sydney, Sydney, New South Wales 2050, Australia., Gopi K; Sydney School of Public Health, and University Centre for Rural Health, The University of Sydney, Sydney, New South Wales 2050, Australia.; Healthy Environments and Lives (HEAL) National Research Network, Canberra, Australian Capital Territory 2617, Australia., Morgan GG; Sydney School of Public Health, and University Centre for Rural Health, The University of Sydney, Sydney, New South Wales 2050, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.; Healthy Environments and Lives (HEAL) National Research Network, Canberra, Australian Capital Territory 2617, Australia., Borchers-Arriagada N; Menzies Institute for Medical Research, University of Tasmania, Hobart, Tasmania 7000, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia., Heyworth J; The School of Population and Global Health, The University of Western Australia, Crawley, Perth, Western Australia 6009, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia., Cope M; Commonwealth Scientific, Industrial & Research Organisation (CSIRO), Aspendale, Victoria 3195, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia., Morawska L; International Laboratory for Air Quality and Heath (ILAQH), School of Earth & Atmospheric Sciences, Queensland University of Technology, Brisbane, Queensland 4000, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.; Global Centre for Clean Air Research (GCARE), University of Surrey, Guildford GU2 7XH, U.K., Jalaludin B; School of Population Health, University of NSW, Sydney, New South Wales 2052, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia., Marks GB; Woolcock Institute of Medical Research, Macquarie University, Macquarie Park, New South Wales 2113, Australia.; South West Sydney Clinical Campus, UNSW Sydney, Liverpool, New South Wales 2170, Australia.; Burnet Institute, Melbourne, Victoria 3001, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia., Guo Y; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria 3004, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia., Knibbs LD; Public Health Research Analytics and Methods for Evidence, Sydney Local Health District, Camperdown, New South Wales 1450, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.
Source: Environmental science & technology [Environ Sci Technol] 2026 Jul 14; Vol. 60 (27), pp. 19449-19464. Date of Electronic Publication: 2026 Jun 30.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: American Chemical Society Country of Publication: United States NLM ID: 0213155 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1520-5851 (Electronic) Linking ISSN: 0013936X NLM ISO Abbreviation: Environ Sci Technol Subsets: MEDLINE
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  Data: Comparison of High Spatial Resolution PM<subscript>2.5</subscript>, PM<subscript>10</subscript>, and NO<subscript>2</subscript> Estimates Using a Deep Ensemble Machine Learning Framework in a Low Pollution Setting.
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  Data: <searchLink fieldCode="AU" term="%22Cowie+CT%22">Cowie CT</searchLink>; Woolcock Institute of Medical Research, Macquarie University, Macquarie Park, New South Wales 2113, Australia.; South West Sydney Clinical Campus, UNSW Sydney, Liverpool, New South Wales 2170, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.<br /><searchLink fieldCode="AU" term="%22Hanigan+IC%22">Hanigan IC</searchLink>; School of Population Health, Curtin University, Perth, Western Australia 6845, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.; Healthy Environments and Lives (HEAL) National Research Network, Canberra, Australian Capital Territory 2617, Australia.<br /><searchLink fieldCode="AU" term="%22Yu+W%22">Yu W</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria 3004, Australia.<br /><searchLink fieldCode="AU" term="%22Yuen+C%22">Yuen C</searchLink>; School of Population Health, Curtin University, Perth, Western Australia 6845, Australia.; Sydney School of Public Health, and University Centre for Rural Health, The University of Sydney, Sydney, New South Wales 2050, Australia.<br /><searchLink fieldCode="AU" term="%22Gopi+K%22">Gopi K</searchLink>; Sydney School of Public Health, and University Centre for Rural Health, The University of Sydney, Sydney, New South Wales 2050, Australia.; Healthy Environments and Lives (HEAL) National Research Network, Canberra, Australian Capital Territory 2617, Australia.<br /><searchLink fieldCode="AU" term="%22Morgan+GG%22">Morgan GG</searchLink>; Sydney School of Public Health, and University Centre for Rural Health, The University of Sydney, Sydney, New South Wales 2050, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.; Healthy Environments and Lives (HEAL) National Research Network, Canberra, Australian Capital Territory 2617, Australia.<br /><searchLink fieldCode="AU" term="%22Borchers-Arriagada+N%22">Borchers-Arriagada N</searchLink>; Menzies Institute for Medical Research, University of Tasmania, Hobart, Tasmania 7000, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.<br /><searchLink fieldCode="AU" term="%22Heyworth+J%22">Heyworth J</searchLink>; The School of Population and Global Health, The University of Western Australia, Crawley, Perth, Western Australia 6009, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.<br /><searchLink fieldCode="AU" term="%22Cope+M%22">Cope M</searchLink>; Commonwealth Scientific, Industrial & Research Organisation (CSIRO), Aspendale, Victoria 3195, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.<br /><searchLink fieldCode="AU" term="%22Morawska+L%22">Morawska L</searchLink>; International Laboratory for Air Quality and Heath (ILAQH), School of Earth & Atmospheric Sciences, Queensland University of Technology, Brisbane, Queensland 4000, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.; Global Centre for Clean Air Research (GCARE), University of Surrey, Guildford GU2 7XH, U.K.<br /><searchLink fieldCode="AU" term="%22Jalaludin+B%22">Jalaludin B</searchLink>; School of Population Health, University of NSW, Sydney, New South Wales 2052, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.<br /><searchLink fieldCode="AU" term="%22Marks+GB%22">Marks GB</searchLink>; Woolcock Institute of Medical Research, Macquarie University, Macquarie Park, New South Wales 2113, Australia.; South West Sydney Clinical Campus, UNSW Sydney, Liverpool, New South Wales 2170, Australia.; Burnet Institute, Melbourne, Victoria 3001, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.<br /><searchLink fieldCode="AU" term="%22Guo+Y%22">Guo Y</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria 3004, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.<br /><searchLink fieldCode="AU" term="%22Knibbs+LD%22">Knibbs LD</searchLink>; Public Health Research Analytics and Methods for Evidence, Sydney Local Health District, Camperdown, New South Wales 1450, Australia.; Centre for Safe Air, NHMRC Centre for Research Excellence, Hobart, Tasmania 7000, Australia.
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  Data: <searchLink fieldCode="JN" term="%220213155%22">Environmental science & technology</searchLink> [Environ Sci Technol] 2026 Jul 14; Vol. 60 (27), pp. 19449-19464. <i>Date of Electronic Publication: </i>2026 Jun 30.
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        Value: 10.1021/acs.est.6c02076
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        Text: English
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      – TitleFull: Comparison of High Spatial Resolution PM2.5, PM10, and NO2 Estimates Using a Deep Ensemble Machine Learning Framework in a Low Pollution Setting.
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