ArticleEnvironmental science & technology2015
Using High-Resolution Satellite Aerosol Optical Depth To Estimate Daily PM2.5 Geographical Distribution in Mexico City.
Article in Environmental science & technology, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
59 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Exposure to PMInternational journal of environmental research and public health · 2021Pooled it
- Inhibitory control mediates the association between perinatal PM2.5 exposure and childhood obesity in children in the PROGRESS cohort, Mexico City.Communications medicine · 2026Article
- Air pollution and postpartum depression: the interplay with prenatal stress.Research square · 2026Article
- Ambient PMCurrent environmental health reports · 2026Review
- XIS-PMEnvironmental research · 2025Article
- Prenatal and early life exposure to fine particulate matter and telomere length in early childhood.International journal of hygiene and environmental health · 2025Article
- Windows of susceptibility and joint effects of prenatal and postnatal ambient air pollution and temperature exposure on asthma and wheeze in Mexican children.Environment international · 2024Article
- Recent ambient temperature and fine particulate matter (PMThe Science of the total environment · 2024Article
- Evaluating TROPOMI and MODIS performance to capture the dynamic of air pollution in São Paulo state: A case study during the COVID-19 outbreak.Remote sensing of environment · 2023Article
- Associations between early-life exposure to PMEnvironmental epidemiology (Philadelphia, Pa.) · 2023Article
- Longitudinal assessment of maternal depression and early childhood asthma and wheeze: Effect modification by child sex.Pediatric pulmonology · 2023Article
- Intermediate- and long-term associations between air pollution and ambient temperature and glycated hemoglobin levels in women of child bearing age.Environment international · 2022Article
- Article
- Critical windows of perinatal particulate matter (PMEnvironmental research · 2022Article
- Association between satellite-based estimates of long-term PMEnvironmental science and pollution research international · 2022Article
- Persistently high incidence rates of childhood acute leukemias from 2010 to 2017 in Mexico City: A population study from the MIGICCL.Frontiers in public health · 2022Article
- Prenatal metal mixture concentrations and reward motivation in children.Neurotoxicology · 2022Article
- A Multiscale Land Use Regression Approach for Estimating Intraurban Spatial Variability of PMInternational journal of environmental research and public health · 2021Article
- PMBMC public health · 2021Article
- Prenatal PM2.5 exposure in the second and third trimesters predicts neurocognitive performance at age 9-10 years: A cohort study of Mexico City children.Environmental research · 2021Article
Corrections and comments
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Authors and funding
10 authors.
Funding
Abstract
Recent advances in estimating fine particle (PM2.5) ambient concentrations use daily satellite measurements of aerosol optical depth (AOD) for spatially and temporally resolved exposure estimates. Mexico City is a dense megacity that differs from other previously modeled regions in several ways: it has bright land surfaces, a distinctive climatological cycle, and an elevated semi-enclosed air basin with a unique planetary boundary layer dynamic. We extend our previous satellite methodology to the Mexico City area, a region with higher PM2.5 than most U.S. and European urban areas. Using a novel 1 km resolution AOD product from the MODIS instrument, we constructed daily predictions across the greater Mexico City area for 2004-2014. We calibrated the association of AOD to PM2.5 daily using municipal ground monitors, land use, and meteorological features. Predictions used spatial and temporal smoothing to estimate AOD when satellite data were missing. Our model performed well, resulting in an out-of-sample cross-validation R(2) of 0.724. Cross-validated root-mean-squared prediction error (RMSPE) of the model was 5.55 μg/m(3). This novel model reconstructs long- and short-term spatially resolved exposure to PM2.5 for epidemiological studies in Mexico City.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.