{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,24]],"date-time":"2026-07-24T16:09:28Z","timestamp":1784909368080,"version":"3.55.0"},"reference-count":33,"publisher":"American Medical Association (AMA)","issue":"7","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JAMA Netw Open"],"abstract":"<jats:sec id=\"ab-zoi260699-4\">\n                    <jats:title>Importance<\/jats:title>\n                    <jats:p>There is limited research examining the association between wildfire smoke, an increasingly frequent exposure, and headache-related emergency department (ED) visits, despite headaches being a leading cause of years lived with disability globally.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260699-5\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>\n                      To examine the association between wildfire-sourced fine particulate matter with an aerodynamic diameter of 2.5 \u03bcm or less (PM\n                      <jats:sub>2.5<\/jats:sub>\n                      ) and ED visit for migraine and other primary headache syndromes (MOPHS) compared with nonwildfire-sourced PM\n                      <jats:sub>2.5<\/jats:sub>\n                      , and to assess the variation across sociodemographic factors.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260699-6\">\n                    <jats:title>Design, Setting, and Participants<\/jats:title>\n                    <jats:p>This case-crossover study used conditional logistic regression to examine ED visits during wildfire seasons (May 1 to October 31) from 2010 to 2023 in Alberta and Ontario provinces in Canada. Case days were matched to referent days by day of week, month, year, and forward sortation area (first 3 postal code characters). Seven-day cumulative lags were evaluated. All ED visits recorded in the National Ambulatory Care Reporting System with a primary diagnosis of MOPHS were included. Statistical analyses were conducted from April to December 2025.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260699-7\">\n                    <jats:title>Exposure<\/jats:title>\n                    <jats:p>\n                      Total PM\n                      <jats:sub>2.5<\/jats:sub>\n                      concentrations and wildfire day (WFD). Daily mean wildfire-sourced PM\n                      <jats:sub>2.5<\/jats:sub>\n                      was estimated using the Canadian Optimized Statistical Smoke Exposure Model. WFDs were defined by smoke plume presence and total PM\n                      <jats:sub>2.5<\/jats:sub>\n                      concentration exceeding a predefined threshold based on the mean plus 1.5 SD of PM\n                      <jats:sub>2.5<\/jats:sub>\n                      on days without a smoke plume. Wildfire-sourced PM\n                      <jats:sub>2.5<\/jats:sub>\n                      was defined as the difference between total PM\n                      <jats:sub>2.5<\/jats:sub>\n                      concentration on a WFD and expected background PM\n                      <jats:sub>2.5<\/jats:sub>\n                      concentration on non-WFDs.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260699-8\">\n                    <jats:title>Main Outcomes and Measures<\/jats:title>\n                    <jats:p>\n                      ED visits for migraine (\n                      <jats:italic toggle=\"yes\">International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, Canada<\/jats:italic>\n                      code G43) and other primary headache syndromes (code G44).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260699-9\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Among the 997\u202f701 ED visits for 622 753 patients (mean [SD] age, 24.6 [16.8] years; 760 795 females [76.3%]) for MOPHS identified during the study period, 86.2% of visits were for migraines and 13.8% were for other primary headache syndromes. Wildfire-sourced PM\n                      <jats:sub>2.5<\/jats:sub>\n                      was associated with a 6.07% (95% CI, 5.75%-6.39%) increase in ED visits. Associations appeared attenuated in the least materially and socially deprived quantile (for both provinces combined, the percentage increase in MOPHS was smallest for the Material and Social Deprivation Index quintile 1: 3.61% [95% CI, 1.93%\u20135.63%] and largest for quintile 5: 10.42% [95% CI, 7.41%\u201313.49%]). In contrast, total PM\n                      <jats:sub>2.5<\/jats:sub>\n                      concentration on non-WFDs was not significantly associated with ED visits (0.21%; 95% CI, \u22120.20% to 0.62%).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260699-10\">\n                    <jats:title>Conclusions and Relevance<\/jats:title>\n                    <jats:p>\n                      In this case-crossover study of ED visits in Alberta and Ontario, acute exposure to wildfire-sourced PM\n                      <jats:sub>2.5<\/jats:sub>\n                      was associated with increased ED visit for MOPHS; associations were greater in magnitude for wildfire-sourced PM\n                      <jats:sub>2.5<\/jats:sub>\n                      than nonwildfire-sourced PM\n                      <jats:sub>2.5<\/jats:sub>\n                      . These findings support the need for further research into wildfire smoke and severe headache\u2013related outcomes.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.1001\/jamanetworkopen.2026.25015","type":"journal-article","created":{"date-parts":[[2026,7,24]],"date-time":"2026-07-24T15:30:19Z","timestamp":1784907019000},"page":"e2625015","source":"Crossref","is-referenced-by-count":0,"title":["Wildfire-Sourced PM\n                    <sub>2.5<\/sub>\n                    and Emergency Department Visits for Migraine and Other Primary Headache"],"prefix":"10.1001","volume":"9","author":[{"given":"Robert","family":"Dales","sequence":"first","affiliation":[{"name":"Population Studies Division, Environmental Health Science and Research Bureau, Health Canada, Ottawa, Ontario, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Naman","family":"Paul","sequence":"additional","affiliation":[{"name":"Environmental Health Services, British Columbia Centre for Disease Control, Vancouver, British Columbia, Canada"},{"name":"Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Stephanie E.","family":"Cleland","sequence":"additional","affiliation":[{"name":"Environmental Health Services, British Columbia Centre for Disease Control, Vancouver, British Columbia, Canada"},{"name":"Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada"},{"name":"Legacy for Airway Health, Vancouver Coastal Health Research Institute, Vancouver, British Columbia, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eric","family":"Lavigne","sequence":"additional","affiliation":[{"name":"Population Studies Division, Environmental Health Science and Research Bureau, Health Canada, Ottawa, Ontario, Canada"},{"name":"School of Epidemiology and Public Health, Ottawa, Ontario, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mathieu","family":"Rouleau","sequence":"additional","affiliation":[{"name":"Air Sectors Assessment and Exposure Science Division, Water and Air Quality Bureau, Health Canada, Ottawa, Ontario, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jessica","family":"Evans","sequence":"additional","affiliation":[{"name":"Population Studies Division, Environmental Health Science and Research Bureau, Health Canada, Ottawa, Ontario, Canada"},{"name":"University of Ottawa, Ottawa, Ontario, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Annalise","family":"Ferro","sequence":"additional","affiliation":[{"name":"Population Studies Division, Environmental Health Science and Research Bureau, Health Canada, Ottawa, Ontario, Canada"},{"name":"School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Katarina","family":"Kunarac","sequence":"additional","affiliation":[{"name":"Population Studies Division, Environmental Health Science and Research Bureau, Health Canada, Ottawa, Ontario, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"James","family":"Owen","sequence":"additional","affiliation":[{"name":"Population Studies Division, Environmental Health Science and Research Bureau, Health Canada, Ottawa, Ontario, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sabit","family":"Cakmak","sequence":"additional","affiliation":[{"name":"Population Studies Division, Environmental Health Science and Research Bureau, Health Canada, Ottawa, Ontario, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"10","published-online":{"date-parts":[[2026,7,24]]},"reference":[{"issue":"10258","key":"zoi260699r1","doi-asserted-by":"publisher","first-page":"1204","DOI":"10.1016\/S0140-6736(20)30925-9","article-title":"Global burden of 369 diseases and injuries in 204 countries and territories, 1990\u20132019: a systematic analysis for the Global Burden of Disease Study 2019.","volume":"396","author":"GBD 2019 Diseases and Injuries Collaborators","year":"2020","journal-title":"Lancet"},{"issue":"5","key":"zoi260699r2","doi-asserted-by":"publisher","first-page":"516","DOI":"10.1111\/head.14709","article-title":"Prevalence and burden of migraine in the United States: a systematic review.","volume":"64","author":"Cohen","year":"2024","journal-title":"Headache"},{"issue":"2","key":"zoi260699r3","doi-asserted-by":"publisher","first-page":"356","DOI":"10.1111\/ene.13823","article-title":"High burden of neurological disease in the older general population: results from the Canadian Longitudinal Study on Aging.","volume":"26","author":"Wolfson","year":"2019","journal-title":"Eur J Neurol"},{"issue":"9","key":"zoi260699r4","doi-asserted-by":"publisher","first-page":"1203","DOI":"10.1111\/head.14632","article-title":"Migraine and air pollution: a systematic review.","volume":"63","author":"Portt","year":"2023","journal-title":"Headache"},{"issue":"Pt 1","key":"zoi260699r5","doi-asserted-by":"publisher","first-page":"383","DOI":"10.1016\/j.envint.2018.09.022","article-title":"Ambient air pollution exposure and risk of migraine: synergistic effect with high temperature.","volume":"121","author":"Lee","year":"2018","journal-title":"Environ Int"},{"key":"zoi260699r6","doi-asserted-by":"publisher","DOI":"10.3389\/fpubh.2021.682402","article-title":"Physical and mental health effects of bushfire and smoke in the Australian Capital Territory 2019\u201320.","volume":"9","author":"Rodney","year":"2021","journal-title":"Front Public Health"},{"key":"zoi260699r7","doi-asserted-by":"publisher","DOI":"10.1111\/head.15056","article-title":"Association between wildfire smoke exposure and pediatric emergency department visits for headache.","author":"Shapiro","year":"2026","journal-title":"Headache"},{"issue":"2","key":"zoi260699r8","doi-asserted-by":"publisher","first-page":"338","DOI":"10.1111\/head.14908","article-title":"When smoke clouds the mind: exploring the headache consequences of the 2023 Canadian wildfires.","volume":"65","author":"Cohen","year":"2025","journal-title":"Headache"},{"issue":"2","key":"zoi260699r11","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1016\/j.taap.2011.09.003","article-title":"Why is particulate matter produced by wildfires toxic to lung macrophages?","volume":"257","author":"Franzi","year":"2011","journal-title":"Toxicol Appl Pharmacol"},{"issue":"7","key":"zoi260699r12","doi-asserted-by":"publisher","first-page":"823","DOI":"10.1289\/ehp.7339","article-title":"Nanotoxicology: an emerging discipline evolving from studies of ultrafine particles.","volume":"113","author":"Oberd\u00f6rster","year":"2005","journal-title":"Environ Health Perspect"},{"issue":"2","key":"zoi260699r13","doi-asserted-by":"publisher","first-page":"184","DOI":"10.1007\/s40572-024-00449-4","article-title":"The environment and headache: a narrative review.","volume":"11","author":"Elser","year":"2024","journal-title":"Curr Environ Health Rep"},{"issue":"1","key":"zoi260699r14","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1186\/s10194-021-01281-z","article-title":"Comorbidities of primary headache disorders: a literature review with meta-analysis.","volume":"22","author":"Caponnetto","year":"2021","journal-title":"J Headache Pain"},{"issue":"1","key":"zoi260699r15","doi-asserted-by":"publisher","first-page":"2274","DOI":"10.1186\/s12889-022-14662-z","article-title":"The mental health and well-being effects of wildfire smoke: a scoping review.","volume":"22","author":"Eisenman","year":"2022","journal-title":"BMC Public Health"},{"issue":"10","key":"zoi260699r16","doi-asserted-by":"publisher","first-page":"1351","DOI":"10.1038\/s41562-022-01396-6","article-title":"Exposures and behavioural responses to wildfire smoke.","volume":"6","author":"Burke","year":"2022","journal-title":"Nat Hum Behav"},{"key":"zoi260699r17","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2022.157956","article-title":"The Canadian Optimized Statistical Smoke Exposure Model (CanOSSEM): a machine learning approach to estimate national daily fine particulate matter (PM2.5) exposure.","volume":"850","author":"Paul","year":"2022","journal-title":"Sci Total Environ"},{"issue":"4","key":"zoi260699r19","doi-asserted-by":"publisher","first-page":"1797","DOI":"10.1021\/acs.est.8b05430","article-title":"Contribution of wildland-fire smoke to US PM2.5 and its influence on recent trends.","volume":"53","author":"O\u2019Dell","year":"2019","journal-title":"Environ Sci Technol"},{"issue":"8081","key":"zoi260699r24","doi-asserted-by":"publisher","first-page":"672","DOI":"10.1038\/s41586-025-09482-1","article-title":"Long-range PM2.5 pollution and health impacts from the 2023 Canadian wildfires.","volume":"645","author":"Zhang","year":"2025","journal-title":"Nature"},{"issue":"1","key":"zoi260699r25","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1111\/head.14442","article-title":"Wildfire smoke exposure and emergency department visits for headache: a case-crossover analysis in California, 2006-2020.","volume":"63","author":"Elser","year":"2023","journal-title":"Headache"},{"issue":"1","key":"zoi260699r26","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1111\/head.14435","article-title":"Effect of wildfire smoke on primary headache disorders remains unclear.","volume":"63","author":"Riddle","year":"2023","journal-title":"Headache"},{"issue":"6","key":"zoi260699r27","doi-asserted-by":"publisher","DOI":"10.1093\/pnasnexus\/pgad186","article-title":"Hazardous air pollutant emissions estimates from wildfires in the wildland urban interface.","volume":"2","author":"Holder","year":"2023","journal-title":"Proc Natl Acad Sci U S A Nexus"},{"key":"zoi260699r28","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2021.146739","article-title":"Short-term health effects from outdoor exposure to biomass burning emissions: a review.","volume":"781","author":"Karanasiou","year":"2021","journal-title":"Sci Total Environ"},{"issue":"4","key":"zoi260699r29","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2025.3326","article-title":"Fine particulate matter from 2020 California wildfires and mental health\u2013related emergency department visits.","volume":"8","author":"Jung","year":"2025","journal-title":"JAMA Netw Open"},{"issue":"20","key":"zoi260699r30","doi-asserted-by":"publisher","first-page":"14272","DOI":"10.1021\/acs.est.2c02099","article-title":"Beyond particulate matter mass: heightened levels of lead and other pollutants associated with destructive fire events in California.","volume":"56","author":"Boaggio","year":"2022","journal-title":"Environ Sci Technol"},{"issue":"3","key":"zoi260699r31","first-page":"38","article-title":"Protecting building occupants from smoke during wildfire and prescribed burn events.","volume":"63","author":"Javins","year":"2021","journal-title":"ASHRAE J"},{"issue":"9","key":"zoi260699r32","doi-asserted-by":"publisher","DOI":"10.1177\/03000605221126380","article-title":"Epidemiology and treatment utilization for Canadian patients with migraine: a literature review.","volume":"50","author":"Graves","year":"2022","journal-title":"J Int Med Res"},{"key":"zoi260699r10","author":"Urbanski","year":"2008"},{"key":"zoi260699r22","author":"Akaike","year":"1973"},{"key":"zoi260699r9","unstructured":"Data Quality Documentation, National Ambulatory Care Reporting System (NACRS), Current-Year Information, 2023\u20132024. Canadian Institute for Health Information. Accessed November 13, 2025. https:\/\/www.cihi.ca\/en\/national-ambulatory-care-reporting-system-nacrs-metadata"},{"key":"zoi260699r18","unstructured":"Canadian Institute for Health Information. A guide for users of the International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, Canada (ICD-10-CA). CIHI. 2022. Accessed November 13, 2025. https:\/\/www.cihi.ca\/sites\/default\/files\/document\/guide-for-users-of-icd-10-ca-manual-en.pdf"},{"key":"zoi260699r20","unstructured":"Cooperative Institute for Research in the Atmosphere (CIRA). North American wildfires (event library). Accessed November 13, 2025. https:\/\/satlib.cira.colostate.edu\/event\/north-american-wildfires\/"},{"key":"#cr-split#-zoi260699r21.1","unstructured":"Da Silva? MA, Gravel? N, Sylvain-Morneau? J, . Material and Social Deprivation Index: User Guide (2021). Institut National de Sant\u00e9 Publique du Qu\u00e9bec"},{"key":"#cr-split#-zoi260699r21.2","unstructured":"2024. Accessed November 13, 2025. https:\/\/www.inspq.qc.ca\/sites\/default\/files\/2024-04\/3476-material-social-deprivation-index-guide-2021.pdf"},{"key":"zoi260699r23","unstructured":"The R Project. R: A Language and Environment for Statistical Computing. Version 4.0.2. R Foundation for Statistical Computing; 2020. Accessed July 6, 2026. https:\/\/www.r-project.org\/"}],"container-title":["JAMA Network Open"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/articlepdf\/2852072\/dales_2026_oi_260699_1784306798.81735.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,24]],"date-time":"2026-07-24T15:30:21Z","timestamp":1784907021000},"score":1,"resource":{"primary":{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2852072"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,24]]},"references-count":33,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2026,7,1]]}},"URL":"https:\/\/doi.org\/10.1001\/jamanetworkopen.2026.25015","relation":{},"ISSN":["2574-3805"],"issn-type":[{"value":"2574-3805","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,24]]}}}