{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T10:23:11Z","timestamp":1774520591287,"version":"3.50.1"},"reference-count":37,"publisher":"Oxford University Press (OUP)","issue":"7","license":[{"start":{"date-parts":[[2024,5,10]],"date-time":"2024-05-10T00:00:00Z","timestamp":1715299200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/pages\/standard-publication-reuse-rights"}],"funder":[{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000133","name":"Agency for Healthcare Research and Quality","doi-asserted-by":"publisher","award":["R01LM013222"],"award-info":[{"award-number":["R01LM013222"]}],"id":[{"id":"10.13039\/100000133","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000133","name":"Agency for Healthcare Research and Quality","doi-asserted-by":"publisher","award":["R01HS027996"],"award-info":[{"award-number":["R01HS027996"]}],"id":[{"id":"10.13039\/100000133","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,6,20]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:sec>\n                  <jats:title>Objectives<\/jats:title>\n                  <jats:p>We sought to create a computational pipeline for attaching geomarkers, contextual or geographic measures that influence or predict health, to electronic health records at scale, including developing a tool for matching addresses to parcels to assess the impact of housing characteristics on pediatric health.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Materials and Methods<\/jats:title>\n                  <jats:p>We created a geomarker pipeline to link residential addresses from hospital admissions at Cincinnati Children\u2019s Hospital Medical Center (CCHMC) between July 2016 and June 2022 to place-based data. Linkage methods included by date of admission, geocoding to census tract, street range geocoding, and probabilistic address matching. We assessed 4 methods for probabilistic address matching.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Results<\/jats:title>\n                  <jats:p>We characterized 124\u00a0244 hospitalizations experienced by 69\u00a0842 children admitted to CCHMC. Of the 55\u00a0684 hospitalizations with residential addresses in Hamilton County, Ohio, all were matched to 7 temporal geomarkers, 97% were matched to 79 census tract-level geomarkers and 13 point-level geomarkers, and 75% were matched to 16 parcel-level geomarkers. Parcel-level geomarkers were linked using our exact address matching tool developed using the best-performing linkage method.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Discussion<\/jats:title>\n                  <jats:p>Our multimodal geomarker pipeline provides a reproducible framework for attaching place-based data to health data while maintaining data privacy. This framework can be applied to other populations and in other regions. We also created a tool for address matching that democratizes parcel-level data to advance precision population health efforts.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Conclusion<\/jats:title>\n                  <jats:p>We created an open framework for multimodal geomarker assessment by harmonizing and linking a set of over 100 geomarkers to hospitalization data, enabling assessment of links between geomarkers and hospital admissions.<\/jats:p>\n               <\/jats:sec>","DOI":"10.1093\/jamia\/ocae093","type":"journal-article","created":{"date-parts":[[2024,5,11]],"date-time":"2024-05-11T06:27:33Z","timestamp":1715408853000},"page":"1471-1478","source":"Crossref","is-referenced-by-count":7,"title":["Development of a multimodal geomarker pipeline to assess the impact of social, economic, and environmental factors on pediatric health outcomes"],"prefix":"10.1093","volume":"31","author":[{"given":"Erika Rasnick","family":"Manning","sequence":"first","affiliation":[{"name":"Division of Biostatistics and Epidemiology, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"given":"Qing","family":"Duan","sequence":"additional","affiliation":[{"name":"Division of Biostatistics and Epidemiology, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"given":"Stuart","family":"Taylor","sequence":"additional","affiliation":[{"name":"Office of Population Health, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"given":"Sarah","family":"Ray","sequence":"additional","affiliation":[{"name":"Department of Pediatrics, University of Cincinnati College of Medicine , Cincinnati, OH 45219, United States"}]},{"given":"Alexandra M S","family":"Corley","sequence":"additional","affiliation":[{"name":"Department of Pediatrics, University of Cincinnati College of Medicine , Cincinnati, OH 45219, United States"},{"name":"Division of General and Community Pediatrics, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"given":"Joseph","family":"Michael","sequence":"additional","affiliation":[{"name":"James M Anderson Center for Health Systems Excellence, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"given":"Ryan","family":"Gillette","sequence":"additional","affiliation":[{"name":"Office of Population Health, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"given":"Ndidi","family":"Unaka","sequence":"additional","affiliation":[{"name":"Office of Population Health, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"},{"name":"Department of Pediatrics, University of Cincinnati College of Medicine , Cincinnati, OH 45219, United States"},{"name":"Division of Hospital Medicine, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"given":"David","family":"Hartley","sequence":"additional","affiliation":[{"name":"Department of Pediatrics, University of Cincinnati College of Medicine , Cincinnati, OH 45219, United States"},{"name":"James M Anderson Center for Health Systems Excellence, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"given":"Andrew F","family":"Beck","sequence":"additional","affiliation":[{"name":"Office of Population Health, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"},{"name":"Department of Pediatrics, University of Cincinnati College of Medicine , Cincinnati, OH 45219, United States"},{"name":"Division of General and Community Pediatrics, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"},{"name":"James M Anderson Center for Health Systems Excellence, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"},{"name":"Division of Hospital Medicine, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"},{"name":"Michael Fisher Child Health Equity Center, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0289-3151","authenticated-orcid":false,"given":"Cole","family":"Brokamp","sequence":"additional","affiliation":[{"name":"Division of Biostatistics and Epidemiology, Cincinnati Children\u2019s Hospital Medical Center , Cincinnati, OH 45229, United States"},{"name":"Department of Pediatrics, University of Cincinnati College of Medicine , Cincinnati, OH 45219, United States"}]},{"name":"RISEUP Research 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