{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,30]],"date-time":"2026-07-30T12:48:20Z","timestamp":1785415700693,"version":"3.56.0"},"reference-count":49,"publisher":"North Carolina Institute of Medicine","issue":"2","license":[{"start":{"date-parts":[[2024,3,18]],"date-time":"2024-03-18T00:00:00Z","timestamp":1710720000000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-sa\/4.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"abstract":"<jats:sec id=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Research has consistently shown that there is no safe blood lead level (BLL) for children. Despite progress in lead poisoning prevention, lead exposure remains a persistent threat to the health and neurological development of children. To identify high-risk ZIP codes for use by families and health care providers for the entire state of North Carolina, we developed a risk model using ZIP Code Tabula\u00adtion Area (ZCTA)-level census data.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      We obtained all available BLL testing data from the North Carolina Department of Health and Human Services for the years 2010\u20132015 via data use agreement. We fit a multivariable regression model with the\n                      <jats:italic>ZCTA-level mean of log normalized BLLs<\/jats:italic>\n                      as the de\u00adpendent variable and\n                      <jats:italic>ZCTA-level census data for known risk factors of childhood lead exposure<\/jats:italic>\n                      as predictors. We used this model to create a priority risk categorization.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>We organized ZCTAs into 20 quantiles, or priority risk categories, that can be used in local and statewide screening programs. The first six (of 20) quantiles were identified as particularly high-risk areas for childhood lead exposure.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"limitations\">\n                    <jats:title>Limitations<\/jats:title>\n                    <jats:p>Because BLL testing is not universal, the BLL testing data used in this study are likely biased toward those most at risk for lead exposure.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"conclusion\">\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>This study demonstrates the utility of ZCTA-level census data in identifying high-risk ZIP codes for childhood lead exposure, which can be used to ensure that the highest-risk children are tested in a timely manner. This approach can be replicated to address lead exposure nationally.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.18043\/001c.94878","type":"journal-article","created":{"date-parts":[[2024,3,18]],"date-time":"2024-03-18T10:25:26Z","timestamp":1710757526000},"source":"Crossref","is-referenced-by-count":1,"title":["Identifying High-Risk ZIP Codes for Childhood Lead Exposure: A Statewide ZCTA-Level Priority List for North Carolina"],"prefix":"10.18043","volume":"85","author":[{"given":"Rashida","family":"Callender","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/02mpq6x41","id-type":"ROR","asserted-by":"publisher"}],"name":"University of Illinois at Chicago","department":["Children's Environmental Health Initiative"]},{"id":[{"id":"https:\/\/ror.org\/008zs3103","id-type":"ROR","asserted-by":"publisher"}],"name":"Rice University","department":["Statistics"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Carolina","family":"Avendano","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/00mkhxb43","id-type":"ROR","asserted-by":"publisher"}],"name":"University of Notre Dame","department":["Children's Environmental Health Initiative"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mercedes A.","family":"Bravo","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/02mpq6x41","id-type":"ROR","asserted-by":"publisher"}],"name":"University of Illinois at Chicago","department":["Children's Environmental Health Initiative"]},{"id":[{"id":"https:\/\/ror.org\/00py81415","id-type":"ROR","asserted-by":"publisher"}],"name":"Duke University","department":["Global Health Institute"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Joshua","family":"Tootoo","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/02mpq6x41","id-type":"ROR","asserted-by":"publisher"}],"name":"University of Illinois at Chicago","department":["Children's Environmental Health Initiative"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ed","family":"Norman","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/0293qmt12","id-type":"ROR","asserted-by":"publisher"}],"name":"NC Department of Health and Human Services","department":["Children's Environmental Health Unit"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marie Lynn","family":"Miranda","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/02mpq6x41","id-type":"ROR","asserted-by":"publisher"}],"name":"University of Illinois at Chicago","department":["Children's Environmental Health Initiative"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"7507","published-online":{"date-parts":[[2024,3,18]]},"reference":[{"issue":"2","key":"ref1","first-page":"63","article-title":"Low level environmental lead exposure \u2013 a continuing challenge","volume":"29","author":"E. 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