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    Air pollution exposures in early life and brain development in children (ABC): protocol for a pregnancy cohort study by John Kinuthia, R Scott McClelland, Barbra A Richardson, Elizabeth Maleche-Obimbo, Brent R Collett, Sarah Benki-Nugent, Faridah H Were, Anne M Riederer, Michael Gatari, CJ Karr, Edmund YW Seto, Beatrice C Mutai, Susan Wamithi, Priscilla Wanini Edemba, Timothy V Larson, Julian D Marshall

    Published 2025-02-01
    “…Additional exposure assessment in a subset of the cohort includes residential indoor and outdoor air monitoring for fine particulate matter (PM2.5), carbon monoxide (CO), ultrafine particles (UFP) and black carbon (BC).Ethics and dissemination This study was approved by the Kenyatta National Hospital - University of Nairobi Ethics and Research Committee, and the University of Washington Human Subjects Division. Results are shared at annual workshops.…”
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    Learning from wildfires: A scalable framework to evaluate treatment effects on burn severity by Caden P. Chamberlain, Garrett W. Meigs, Derek J. Churchill, Jonathan T. Kane, Astrid Sanna, James S. Begley, Susan J. Prichard, Maureen C. Kennedy, Craig Bienz, Ryan D. Haugo, Annie C. Smith, Van R. Kane, C. Alina Cansler

    Published 2024-12-01
    “…We demonstrate this framework on the 2021 Bootleg Fire in Oregon and the 2021 Schneider Springs Fire in Washington. Our framework used (1) machine learning to identify key bioclimatic, topographic, and fire weather drivers of burn severity in each fire, (2) standardized workflows to statistically sample untreated control units, and (3) spatial regression modeling to evaluate the effects of treatment type and time since treatment on burn severity. …”
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