9129767 EW3V3PSJ 1 apa 50 date desc year Benmarhnia 18 https://tbenmarhnia.scrippsprofiles.ucsd.edu/wp-content/plugins/zotpress/
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Wilner, L. B., Piepmeier, L., Gordon, M., Steiger, B. B., Northrop, A. J., McBrien, H., Shea, B., Meltzer, G. Y., Bedi, N. S., Blake, E. M., Benmarhnia, T., Braun, D., & Casey, J. A. (2025). Two and a half decades of United States wildfire burn zone disaster data, 2000-2025. Scientific Data, 12(1), 1948. https://doi.org/10.1038/s41597-025-06226-8
Carrasco-Escobar, G., Carcamo, P. M., Kaplan, S. R., Quispe, J. M., McCord, G. C., & Benmarhnia, T. (2025). Spatiotemporal co-distribution and time lagged cross correlation of malaria and dengue in Loreto, Peru. PLOS Global Public Health, 5(12), e0005598. https://doi.org/10.1371/journal.pgph.0005598
Ascencio, E. J., Barja, A., Montes-Alvis, J., Kephart, J. L., Gouveia, N., Rodriguez, D. A., Benmarhnia, T., Diez Roux, A. V., Bilal, U., Miranda, J. J., & Carrasco-Escobar, G. (2025). Urban and socioeconomic disparities in PM2.5 exposure across 340 Latin American cities. Environmental Research Letters, 20(12), 124044. https://doi.org/10.1088/1748-9326/ae20a4
Ma, Y., & Benmarhnia, T. (2025). Interrupted Time Series Analysis in Environmental Epidemiology: A Review of Traditional and Novel Modeling Approaches. Current Environmental Health Reports, 12(1), 50. https://doi.org/10.1007/s40572-025-00517-3
Casey, J. A., Gu, Y. M., Schwarz, L., Frankland, T. B., Wilner, L. B., McBrien, H., Flores, N. M., Dey, A. K., Lee, G. S., Chen, C., Benmarhnia, T., & Tartof, S. Y. (2025). The 2025 Los Angeles Wildfires and Outpatient Acute Health Care Utilization. JAMA Health Forum, 6(11), e254632. https://doi.org/10.1001/jamahealthforum.2025.4632
Syed, A., Chen, C., Benmarhnia, T., & Basu, R. (2025). The Joint Effects of Extreme Heat and Wildfire Smoke on Paediatric Acute Care Utilisation. Paediatric and Perinatal Epidemiology, ppe.70080. https://doi.org/10.1111/ppe.70080
Dey, A. K., Rao, N., Thomas, E. E., Ma, Y., Riley, G., Benmarhnia, T., & Raj, A. (2025). Extreme Heat and Calls to Law Enforcement Related to Domestic Violence. JAMA Network Open, 8(8), e2530530. https://doi.org/10.1001/jamanetworkopen.2025.30530
Dey, A. K., Ma, Y., Carrasco-Escobar, G., Han, C., Rerolle, F., & Benmarhnia, T. (2025). Two-stage interrupted time series analysis with machine learning: evaluating the health effects of the 2018 wildfire smoke event in San Francisco County as a case study. American Journal of Epidemiology, kwaf147. https://doi.org/10.1093/aje/kwaf147
Xiao, Y., Zou, X., Tribby, C. P., Vien, P., Chang, C., Curley, R. J., Akande, O., Aldrich, M. C., Wang, S., Kittles, R. A., Ashing, K., Wong, F. L., Jankowska, M. M., Benmarhnia, T., & Erhunmwunsee, L. (2025). Residential Segregation and Lung Cancer Risk in African American Adults. JAMA Network Open, 8(7), e2518481. https://doi.org/10.1001/jamanetworkopen.2025.18481
Chen, H., Kaufman, J. S., Chen, C., Wang, J., Maier, A., Van Dijk, A., Slipp, N., Rana, J., MacIntyre, E., Su, Y., Kim, J., & Benmarhnia, T. (2025). Impact of the 2023 wildfire smoke episodes in Ontario, Canada, on asthma and other health outcomes: an interrupted time-series analysis. Canadian Medical Association Journal, 197(17), E465–E477. https://doi.org/10.1503/cmaj.241506
Miao, Y., Porter, W. C., Benmarhnia, T., Lowe, C., Lyons, T. W., Hung, C., & Diamond, C. (2025). Source-specific acute cardio-respiratory effects of ambient coarse particulate matter exposure in California’s Salton Sea region. Environmental Research: Health, 3(1), 015006. https://doi.org/10.1088/2752-5309/ad934a
Umer, W., Sun, Y., Jiao, A., Lincoln, K. D., Li, M., Avila, C. C., Chiu, V. Y., Slezak, J. M., Sacks, D. A., Molitor, J., Benmarhnia, T., Chen, J.-C., Getahun, D., & Wu, J. (2025). Association of Historical Redlining With Gestational Diabetes Mellitus: The Mediating Role of BMI and Area Deprivation Index. Diabetes Care, dc242147. https://doi.org/10.2337/dc24-2147
Letellier, N., Jones-Ngo, C. G., Cheung, M. W., Aguilera, R., Casey, J. A., Zakaras, J. M., Sugrue, R., Teherani, A., Thakur, N., Collard, H., Weiser, S. D., & Benmarhnia, T. (2025). Using generalized random forests to characterize vulnerability to adverse health outcomes following wildfire smoke exposure in California. Environment International, 206, 109955. https://doi.org/10.1016/j.envint.2025.109955
Dey, A. K., Dimitrova, A., Raj, A., & Benmarhnia, T. (2025). Heatwaves and Home Births: Understanding the Impact of Extreme Heat on Place of Delivery in India. GeoHealth, 9(11), e2025GH001540. https://doi.org/10.1029/2025GH001540
Han, C., Kim, S., Kang, Y.-H., & Benmarhnia, T. (2025). Quantifying excess mortality attributable to tropical cyclones in South Korea: Insights from a generalized synthetic control approach. Environmental Research, 285, 122530. https://doi.org/10.1016/j.envres.2025.122530
Dey, A. K., Dimitrova, A., Raj, A., & Benmarhnia, T. (2025). The effect of extreme temperatures on healthcare utilization during pregnancy: Findings from a nationally representative survey in India. Environmental Research, 285, 122410. https://doi.org/10.1016/j.envres.2025.122410
Garber, M. D., Rojas-Rueda, D., Bernard, P., & Benmarhnia, T. (2025). Cool routes: Assessing how green space and paved paths modify heat’s effects on urban bicycling. Journal of Transport & Health, 44, 102159. https://doi.org/10.1016/j.jth.2025.102159
Richardson, R. A., Raj, A., Downs, K., Bergenfeld, I., Wiltshire, C., Dimitrova, A., & Benmarhnia, T. (2025). Impact of domestic violence legislation on reported intimate partner violence: a difference-in-differences analysis across 16 countries. SSM - Population Health, 31, 101837. https://doi.org/10.1016/j.ssmph.2025.101837
Alari, A., Ballester, J., Milà, C., Benmarhnia, T., Sofiev, M., Uppstu, A., Hänninen, R., & Tonne, C. (2025). Quantifying the short-term mortality effects of wildfire smoke in Europe: a multicountry epidemiological study in 654 contiguous regions. The Lancet Planetary Health, 9(8), 101296. https://doi.org/10.1016/j.lanplh.2025.101296
Li, M., Fan, Q., Sun, Y., Benmarhnia, T., Chen, J.-C., Jiao, A., Molitor, J., Sacks, D. A., Slezak, J. M., Chiu, V. Y., Avila, C. C., Getahun, D., & Wu, J. (2025). Plant species richness, green spaces, and preterm birth risk in urban areas. Environment International, 202, 109644. https://doi.org/10.1016/j.envint.2025.109644
Teyton, A., Bailey, J., Luo, E., Ajaj, R., Raymond, C., Tuholske, C., & Benmarhnia, T. (2025). Overheated and Understudied: A Scoping Review of Heat‐Related Health Impacts in the Arabian Peninsula. GeoHealth, 9(7). https://doi.org/10.1029/2024gh001277
Luo, N., Yang, J.-A., Tribby, C. P., Hartman, S. J., Natarajan, L., Rock, C., Sears, D. D., Benmarhnia, T., & Jankowska, M. M. (2025). Changes in activity spaces, life spaces, and exposures to physical activity-promoting environments among women with overweight or obesity. Health & Place, 94, 103483. https://doi.org/10.1016/j.healthplace.2025.103483
Buthmann, J. L., Benmarhnia, T., Huang, J. Y., Huang, P., Miller, J. G., Uy, J. P., Gluckman, P. D., Fortier, M. V., Chong, Y.-S., Tan, A. P., Meaney, M. J., & Gotlib, I. H. (2025). Exposure to Fine Particulate Matter During Pregnancy Is Associated With Hippocampal Development in Offspring. Biological Psychiatry Global Open Science, 5(4), 100490. https://doi.org/10.1016/j.bpsgos.2025.100490
Gao, J., Wood, D., Katsouyanni, K., Benmarhnia, T., & Evangelopoulos, D. (2025). The synergistic and mediating effects of ozone on associations between high temperature, heatwaves and mortality in the Greater London area between 2010 and 2018. Environmental Research, 277, 121577. https://doi.org/10.1016/j.envres.2025.121577
Croft, D. P., Lee, A., Nordgren, T. M., Jackson, C. L., Bayram, H., Balmes, J. R., Nassikas, N., Ewart, G., Rice, M. B., Benmarhnia, T., Celedón, J. C., Holm, S. M., Kerr, G. H., Anenberg, S., Méndez-Lázaro, P., Ambri, P., Goobie, G. C., Rebuli, M. E., Wilson, S., … Thakur, N. (2025). Climate Change and Respiratory Health: Opportunities to Contribute to Environmental Justice: An Official American Thoracic Society Workshop Report. Annals of the American Thoracic Society, 22(5), 631–650. https://doi.org/10.1513/AnnalsATS.202502-219ST
Alismail, S., Tribby, C. P., Yang, J.-A., Sears, D. D., Letellier, N., Benmarhnia, T., & Jankowska, M. M. (2025). Daily sleep and physical activity from accelerometry in adults: Temporal associations and lag effects. Sleep Health, 11(2), 234–240. https://doi.org/10.1016/j.sleh.2024.12.001
Zhang, Y., Wei, J., Chen, S., Benmarhnia, T., Zhang, K., Wang, X., Deng, X., Gu, H., Lin, Z., Qu, Y., Xiao, J., Jiang, J., Du, Z., Zhang, W., & Hao, Y. (2025). Individual and mixed associations between fine particulate matter components and hospital admissions for hypertension: Insights from a large-scale South Chinese cohort study. Sustainable Cities and Society, 124, 106293. https://doi.org/10.1016/j.scs.2025.106293
Chen, C., Kaufman, J. S., Rana, J., Benmarhnia, T., & Chen, H. (2025). Do we need flexible machine-learning algorithms to assess the effect of long-term exposure to fine particulate matter on mortality?: An example from a Canadian national cohort. Environmental Epidemiology, 9(2), e375. https://doi.org/10.1097/EE9.0000000000000375
Cheung, M., Dimitrova, A., & Benmarhnia, T. (2025). An overview of modern machine learning methods for effect measure modification analyses in high-dimensional settings. SSM - Population Health, 29, 101764. https://doi.org/10.1016/j.ssmph.2025.101764
Chen, H., Quick, M., Kaufman, J. S., Chen, C., Kwong, J. C., Van Donkelaar, A., Martin, R. V., Tjepkema, M., Benmarhnia, T., & Burnett, R. T. (2025). Impact of a 10-year shift in ambient air quality on mortality in Canada: a causal analysis of multiple pollutants. The Lancet Planetary Health, 9(2), e92–e102. https://doi.org/10.1016/S2542-5196(25)00002-6
Wu, G., Wang, S., Wu, W., Benmarhnia, T., Lin, S., Zhang, K., Romeiko, X. X., Gu, H., Qu, Y., Xiao, J., Deng, X., Lin, Z., Du, Z., Zhang, W., & Hao, Y. (2025). Potential causal links of long-term PM2.5 components exposure with diabetes incidence and mortality in the United States. Sustainable Cities and Society, 119, 106071. https://doi.org/10.1016/j.scs.2024.106071
Letellier, N., Hale, M., Salim, K. U., Ma, Y., Rerolle, F., Schwarz, L., & Benmarhnia, T. (2025). Applying a two-stage generalized synthetic control approach to quantify the heterogeneous health effects of extreme weather events: A 2018 large wildfire in California event as a case study. Environmental Epidemiology, 9(1), e362. https://doi.org/10.1097/EE9.0000000000000362
Ndovu, A., Chen, C., Schwarz, L., Lasky, E., Weiser, S. D., & Benmarhnia, T. (2025). Spatial Variation in the Association between Extreme Heat Events and Warm Season Pediatric Acute Care Utilization: A Small-Area Assessment of Multiple Health Conditions and Environmental Justice Implications in California (2005–2019). Environmental Health Perspectives, 133(1), 017010. https://doi.org/10.1289/EHP14236
Schwarz, L., Chen, C., Castillo Quiñones, J. E., Aguilar-Dodier, L. C., Hansen, K., Sanchez, J. R., González, D. J. X., McCord, G., & Benmarhnia, T. (2025). Heat-related mortality in Mexico: A multi-scale spatial analysis of extreme heat effects and municipality-level vulnerability. Environment International, 195, 109231. https://doi.org/10.1016/j.envint.2024.109231
Ambeba, E. J., Sears, D. D., Benmarhnia, T., Natarajan, L., Zamora, S., Alismail, S., Tribby, C. P., & Jankowska, M. M. (2024). Association between cardiovascular health and perceived quality of life in ethnically diverse adults: insights from the Community of Mine study using the American Heart Association’s Life’s Simple 7. Quality of Life Research. https://doi.org/10.1007/s11136-024-03853-3
Garber, M. D., Benmarhnia, T., Mason, J., Morales‐Zamora, E., & Rojas-Rueda, D. (2024). Parking and Public Health. Current Environmental Health Reports, 12(1), 2. https://doi.org/10.1007/s40572-024-00465-4
Han, C., Choi, J., Jang, H., Lee, H.-Y., Benmarhnia, T., & Oh, J. (2024). Changes in psychiatric disorder incidence patterns during the COVID-19 pandemic in Korea: a study using the nationwide universal health insurance data. BMC Psychiatry, 24(1), 889. https://doi.org/10.1186/s12888-024-06325-7
Zhu, Z., Zhang, T., Benmarhnia, T., Chen, X., Wang, H., Wulayin, M., Knibbs, L. D., Yang, S., Xu, L., Huang, C., & Wang, Q. (2024). Estimating the burden of temperature-related low birthweight attributable to anthropogenic climate change in low-income and middle-income countries: a retrospective, multicentre, epidemiological study. The Lancet Planetary Health, 8(12), e997–e1009. https://doi.org/10.1016/S2542-5196(24)00242-0
Elser, H., Frankland, T. B., Chen, C., Tartof, S. Y., Mayeda, E. R., Lee, G. S., Northrop, A. J., Torres, J. M., Benmarhnia, T., & Casey, J. A. (2024). Wildfire Smoke Exposure and Incident Dementia. JAMA Neurology. https://doi.org/10.1001/jamaneurol.2024.4058
Jiao, A., Reilly, A. N., Benmarhnia, T., Sun, Y., Avila, C., Chiu, V., Slezak, J., Sacks, D. A., Molitor, J., Li, M., Chen, J.-C., Wu, J., & Getahun, D. (2024). Fine Particulate Matter, Its Constituents, and Spontaneous Preterm Birth. JAMA Network Open, 7(11), e2444593. https://doi.org/10.1001/jamanetworkopen.2024.44593
Franco Silva, M., Favarão Leão, A. L., O’Connor, Á., Hallal, P. C., Ding, D., Hinckson, E., Benmarhnia, T., & Siqueira Reis, R. (2024). Understanding the Relationships Between Physical Activity and Climate Change: An Umbrella Review. Journal of Physical Activity and Health, 21(12), 1263–1275. https://doi.org/10.1123/jpah.2024-0284
Carrasco-Escobar, G., Villa, D., Barja, A., Lowe, R., Llanos-Cuentas, A., & Benmarhnia, T. (2024). The role of connectivity on malaria dynamics across areas with contrasting control coverage in the Peruvian Amazon. PLOS Neglected Tropical Diseases, 18(11), e0012560. https://doi.org/10.1371/journal.pntd.0012560
Garber, M. D., Benmarhnia, T., Zhou, W., Mudu, P., & Rojas-Rueda, D. (2024). Greening urban areas in line with population density and ecological zone can reduce premature mortality. Communications Earth & Environment, 5(1), 650. https://doi.org/10.1038/s43247-024-01803-y
Rerolle, F., Dey, A. K., Benmarhnia, T., & Arnold, B. F. (2024). Spatial targeting and integration across vaccination, vitamin A and deworming programs throughout India 2019–21. International Journal of Epidemiology, 53(6), dyae160. https://doi.org/10.1093/ije/dyae160
Batomen, B., & Benmarhnia, T. (2024). Staggered interventions with no control groups. International Journal of Epidemiology, 53(6), dyae137. https://doi.org/10.1093/ije/dyae137
Santodomingo, M., Castillo, E. M., Schwarz, L., Brennan, J. J., Benmarhnia, T., & Chan, T. C. (2024). Extreme Heat Events and Emergency Department Visits among Older Adults in California from 2012–2019. Medicina, 60(10), 1593. https://doi.org/10.3390/medicina60101593
Garber, M. D., Teyton, A., Jankowska, M. M., Carrasco-Escobar, G., Rojas-Rueda, D., Barja-Ingaruca, A., & Benmarhnia, T. (2024). Is home where the heat is? comparing residence-based with mobility-based measures of heat exposure in San Diego, California. Journal of Exposure Science & Environmental Epidemiology. https://doi.org/10.1038/s41370-024-00715-5
Goin, D. E., Benmarhnia, T., Huang, S., Lurmann, F., Mukherjee, A., Morello-Frosch, R., & Padula, A. M. (2024). The Camp fire and perinatal health: an example of the generalized synthetic control method to identify susceptible windows of exposure. American Journal of Epidemiology, kwae261. https://doi.org/10.1093/aje/kwae261
Hale, M. L., Merrifield, M. A., Clemesha, R. E. S., Gershunov, A., Guirguis, K., Benmarhnia, T., Dorman, C., & Iacobellis, S. F. (2024). Mean Summer Land Temperatures in the Southern California Coastal Zone: Connections With Ocean Processes. Journal of Geophysical Research: Atmospheres, 129(14), e2023JD040188. https://doi.org/10.1029/2023JD040188
Geldsetzer, P., Fridljand, D., Kiang, M. V., Bendavid, E., Heft-Neal, S., Burke, M., Thieme, A. H., & Benmarhnia, T. (2024). Disparities in air pollution attributable mortality in the US population by race/ethnicity and sociodemographic factors. Nature Medicine. https://doi.org/10.1038/s41591-024-03117-0