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Xenobiotics","JoX"],"abstract":"<jats:p>Air pollution and temperature are important environmental risk factors for mortality, but variation in risks across causes of death, population groups, and co-exposure conditions remains incompletely characterised. This study used nationwide monthly data from Portugal for the period 2010\u20132022 to estimate cause-specific mortality risks associated with nitrogen dioxide (NO2), fine particulate matter (PM2.5), and temperature, while evaluating sex\u2013age interaction structures and selected co-exposure patterns. Mortality from malignant tumours, circulatory diseases, and respiratory diseases was modelled using Generalised Estimating Equations to account for temporal correlation and interaction effects. Pollutant exposures were defined as concentrations exceeding the 2021 World Health Organization air quality guideline values. Associations varied by cause of death. Respiratory mortality showed the strongest environmental association, with a 1.4% increase in risk per 1 \u03bcg\/m3 increase in NO2 above the guideline value (RR 1.014, 95% CI 1.009\u20131.019), and the highest predicted risk was observed among males aged \u226565 years (RR 142.610, 95% CI 142.200\u2013143.020). Circulatory mortality was also associated with NO2 (RR 1.005, 95% CI 1.001\u20131.008) and showed a submultiplicative sex\u2013age interaction (RR 0.344, 95% CI 0.343\u20130.344), indicating attenuation of sex differences at older ages. Malignant tumour mortality showed weaker environmental associations but a greater-than-multiplicative sex\u2013age interaction (RR 1.117) and attenuation of the NO2 association at higher PM2.5 levels, although the pollutant-related findings were less robust in sensitivity analyses. These findings indicate that mortality risks are not uniform across causes of death or population groups, supporting the value of locally derived, demographically stratified estimates for environmental health assessment and targeted public health strategies.<\/jats:p>","DOI":"10.3390\/jox16050172","type":"journal-article","created":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T08:10:23Z","timestamp":1789373423000},"page":"172","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Air Pollution, Temperature, and Demographic Vulnerability as Determinants of Cause-Specific Mortality in Portugal"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4147-1779","authenticated-orcid":false,"given":"Jo\u00e3o","family":"Sim\u00f5es","sequence":"first","affiliation":[{"name":"Egas Moniz School of Health & Science, Campus Universit\u00e1rio, Quinta da Granja, Monte de Caparica, 2829-511 Caparica, Portugal"},{"name":"Egas Moniz Center for Interdisciplinary Research (CiiEM), Egas Moniz School of Health & Science, Campus Universit\u00e1rio, Quinta da Granja, Monte de Caparica, 2829-511 Caparica, Portugal"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"conceptualization","vocabulary":"credit"},{"role":"methodology","vocabulary":"credit"},{"role":"formal-analysis","vocabulary":"credit"},{"role":"investigation","vocabulary":"credit"},{"role":"data-curation","vocabulary":"credit"},{"role":"writing-original-draft","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8442-004X","authenticated-orcid":false,"given":"Alexandra","family":"Bernardo","sequence":"additional","affiliation":[{"name":"Egas Moniz School of Health & Science, Campus Universit\u00e1rio, Quinta da Granja, Monte de Caparica, 2829-511 Caparica, Portugal"},{"name":"Egas Moniz Center for Interdisciplinary Research (CiiEM), Egas Moniz School of Health & Science, Campus Universit\u00e1rio, Quinta da Granja, Monte de Caparica, 2829-511 Caparica, Portugal"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"data-curation","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3654-8612","authenticated-orcid":false,"given":"Lu\u00edsa Lima","family":"Gon\u00e7alves","sequence":"additional","affiliation":[{"name":"Egas Moniz School of Health & Science, Campus Universit\u00e1rio, Quinta da Granja, Monte de Caparica, 2829-511 Caparica, Portugal"},{"name":"Egas Moniz Center for Interdisciplinary Research (CiiEM), Egas Moniz School of Health & Science, Campus Universit\u00e1rio, Quinta da Granja, Monte de Caparica, 2829-511 Caparica, Portugal"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"data-curation","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8558-6754","authenticated-orcid":false,"given":"Jos\u00e9","family":"Brito","sequence":"additional","affiliation":[{"name":"Egas Moniz School of Health & Science, Campus Universit\u00e1rio, Quinta da Granja, Monte de Caparica, 2829-511 Caparica, Portugal"},{"name":"Egas Moniz Center for Interdisciplinary Research (CiiEM), Egas Moniz School of Health & Science, Campus Universit\u00e1rio, Quinta da Granja, Monte de Caparica, 2829-511 Caparica, Portugal"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"conceptualization","vocabulary":"credit"},{"role":"methodology","vocabulary":"credit"},{"role":"formal-analysis","vocabulary":"credit"},{"role":"investigation","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"},{"role":"supervision","vocabulary":"credit"}]}],"member":"1968","published-online":{"date-parts":[[2026,9,12]]},"reference":[{"key":"ref_1","unstructured":"WHO (2024). 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