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We use this spatially refined, computationally efficient, and policy-sensitive metric to evaluate emissions burden. Despite comprising less than 11% of vehicle kilometers traveled, we find that medium- and heavy-duty trucks account for 46% of NOX and 50% of PM2.5 emission burden nationally \u2500 with PM2.5 burden from trucks dominated by exhaust emissions while tire and brake wear constitute nearly half of light-duty vehicle PM2.5 burden. People of color face emission burdens averaging 40% above the national mean, with Asian populations exceeding 60%, and lower-income populations face 20\u201325% higher burdens. Statistically significant racial-ethnic or income disparities are present in 85\u201389% of US counties. Critically, these disparities are not confined to large metropolitan areas. They are widespread across both urban and rural counties nationwide. We also show that spatial aggregation substantially attenuates estimated disparities of burdened groups, underscoring the importance of spatially refined analysis.<\/jats:p>","DOI":"10.1021\/acs.est.6c12227","type":"journal-article","created":{"date-parts":[[2026,10,7]],"date-time":"2026-10-07T07:01:35Z","timestamp":1791356495000},"page":"29527-29539","source":"Crossref","is-referenced-by-count":0,"title":["Spatially\nRefined Analysis of Emission Burdens and\nEquity from Light-, Medium-, and Heavy-Duty Vehicle\nTraffic in the United States"],"prefix":"10.1021","volume":"60","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-6457-142X","authenticated-orcid":true,"given":"Brittany","family":"Antonczak","sequence":"first","affiliation":[{"name":"University of Vermont , , , ,","place":["Burlington, Vermont, United States, 05405"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Clare","family":"Nelson","sequence":"additional","affiliation":[{"name":"University of Vermont , , , ,","place":["Burlington, Vermont, United States, 05405"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tammy M.","family":"Thompson","sequence":"additional","affiliation":[{"name":"Environmental Defense Fund , , ,","place":["Boulder, Colorado, United States, 80302"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mindi W.","family":"DePaola","sequence":"additional","affiliation":[{"name":"Environmental Defense Fund , , ,","place":["Boulder, Colorado, United States, 80302"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3315-5028","authenticated-orcid":true,"given":"Gregory","family":"Rowangould","sequence":"additional","affiliation":[{"name":"University of Vermont , , , ,","place":["Burlington, Vermont, United States, 05405"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"316","published-online":{"date-parts":[[2026,10,7]]},"reference":[{"key":"2026102007511348200_cit1","unstructured":"HEI.\n          . 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