ArticleJournal of exposure science & environmental epidemiology2024
Identification of high lead exposure locations in Ohio at the census tract scale using a generalizable geospatial hotspot approach.
Article in Journal of exposure science & environmental epidemiology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed, 5 citations in OpenAlex.
- Article
- Back to the future: trace lead in ambient air from wood fuel combustion.Journal of exposure science & environmental epidemiology · 2026Article
- Modeling Elevated Children's Blood Lead Levels across Five U.S. States: A Statistical Approach to Improve Predictions and Understand Key Drivers.ACS environmental Au · 2026Article
- Potential Lead Risk and Water Consumption Behavior in the Chicago Area: A Coordinated Oral Health Promotion (CO-OP) Study Analysis.International journal of environmental research and public health · 2026Article
- A U.S. Lead Exposure Hotspots Analysis.Environmental science & technology · 2024Article
- Predicting blood lead in Uruguayan children: Individual- vs neighborhood-level ensemble learners.PLOS global public health · 2024Article
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Authors and funding
8 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundLead is a persistent, ubiquitous pollutant whose historical sources have been largely addressed through regulation and voluntary actions. The United States (U.S.) has achieved significant decreases in children's blood lead levels (BLL) over the past 40 years; however, there is no known safe level of Pb exposure. Some communities continue to be disproportionately impacted by exposure to Pb, including Black children and families living in older homes.
objectiveTo identify Ohio (OH) census tracts with children exposed to Pb and evaluate potential exposure determinants.
methodsWe obtained individual children's blood Pb data from 2005-2018 in OH. The percent of children with elevated BLL (EBLL) was calculated for OH census tracts using three blood Pb reference values (3.5, 5, and 10 µg/dL). Getis-Ord Gi* geospatial hotspot or top 20th percentile methodologies were then applied to identify "hotspots." Findings across multiple time periods and blood Pb reference values were evaluated and compared with existing Pb exposure indices and models.
resultsConsistency was observed across different blood Pb reference values, with the main hotspots identified at 3.5 µg/dL, also identified at 5 and 10 µg/dL. Substantial gains in public health were demonstrated, with the biggest decreases in the number of census tracts with EBLL observed between 2008-2010 and 2011-2013. Across OH, 355 census tracts (of 2850) were identified as hotspots across 17 locations, with the majority in the most populated cites. Generally, old housing and sociodemographic factors were indicators of these EBLL hotspots. A smaller number of hotspots were not associated with these exposure determinants. Variables of race, income, and education level were all strong predictors of hotspots. IMPACT STATEMENT: The Getis-Ord Gi* geospatial hotspot analysis can inform local investigations into potential Pb exposures for children living in OH. The successful application of a generalizable childhood blood Pb methodology at the census tract scale provides results that are more readily actionable. The moderate agreement of the measured blood Pb results with public Pb indices provide confidence that these indices can be used in the absence of available blood Pb surveillance data. While not a replacement for universal blood Pb testing, a consistent approach can be applied to identify areas where Pb exposure may be problematic.
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