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Pediatric firearm risk prediction in trauma centers and after discharge: A machine learning analysis.

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Title: Pediatric firearm risk prediction in trauma centers and after discharge: A machine learning analysis.
Authors: Newgard CD; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA; Center for Emergency Care Research, Department of Emergency Medicine, University of California, San Francisco, CA, USA. Electronic address: craig.newgard@ucsf.edu., Babcock S; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: babcocse@ohsu.edu., Lin A; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: lauriea@ohsu.edu., Malveau S; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: malveaus@ohsu.edu., Goldstick JE; Department of Emergency Medicine, University of Michigan School of Medicine, Ann Arbor, MI, USA; Institute for Firearm Injury Prevention, University of Michigan, Ann Arbor, MI, USA. Electronic address: jasoneg@med.umich.edu., Carter PM; Department of Emergency Medicine, University of Michigan School of Medicine, Ann Arbor, MI, USA; Institute for Firearm Injury Prevention, University of Michigan, Ann Arbor, MI, USA; Department of Health Behavior & Health Education, University of Michigan School of Public Health, Ann Arbor, MI, USA. Electronic address: cartpatr@umich.edu., Cook JNB; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: cookjen@ohsu.edu., Salvi A; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: salvi@ohsu.edu., Wei R; School of Public Policy, University of California, Riverside, Riverside, CA, USA. Electronic address: ranwei@ucr.edu., Fallat ME; Department of Surgery, University of Louisville School of Medicine, Norton Children's Hospital, Louisville, KY, USA. Electronic address: mary.fallat@louisville.edu., Kuppermann N; Children's National Hospital, Departments of Pediatrics and Emergency Medicine, George Washington School of Medicine and Health Sciences, Washington, D.C, USA. Electronic address: nkuppermann@childrensnational.org., Jenkins PC; Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA. Electronic address: pecjenki@iu.edu., Mann NC; Department of Pediatrics, University of Utah School of Medicine, Salt Lake City, UT, USA. Electronic address: Clay.Mann@hsc.utah.edu., Diaz XN; Oregon State University, Corvallis, OR, USA. Electronic address: navadiax@oregonstate.edu., Lundrigan AM; Utah Data Coordinating Center, University of Utah, Salt Lake City, UT, USA. Electronic address: andrea.lundrigan@hsc.utah.edu., Beckstead R; Utah Data Coordinating Center, University of Utah, Salt Lake City, UT, USA. Electronic address: rylee.beckstead@hsc.utah.edu., Hagos B; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA; Department of Emergency Medicine, University of California Irvine, Irvine, CA, USA. Electronic address: berhaneh@hs.uci.edu., Song X; Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA. Electronic address: songx@ohsu.edu.
Source: Journal of pediatric surgery [J Pediatr Surg] 2026 Jul; Vol. 61 (7), pp. 163089. Date of Electronic Publication: 2026 Mar 26.
Publication Type: Journal Article
Journal Info: Publisher: Saunders Country of Publication: United States NLM ID: 0052631 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1531-5037 (Electronic) Linking ISSN: 00223468 NLM ISO Abbreviation: J Pediatr Surg Subsets: MEDLINE
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  Data: Pediatric firearm risk prediction in trauma centers and after discharge: A machine learning analysis.
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  Data: <searchLink fieldCode="AU" term="%22Newgard+CD%22">Newgard CD</searchLink>; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA; Center for Emergency Care Research, Department of Emergency Medicine, University of California, San Francisco, CA, USA. Electronic address: craig.newgard@ucsf.edu.<br /><searchLink fieldCode="AU" term="%22Babcock+S%22">Babcock S</searchLink>; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: babcocse@ohsu.edu.<br /><searchLink fieldCode="AU" term="%22Lin+A%22">Lin A</searchLink>; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: lauriea@ohsu.edu.<br /><searchLink fieldCode="AU" term="%22Malveau+S%22">Malveau S</searchLink>; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: malveaus@ohsu.edu.<br /><searchLink fieldCode="AU" term="%22Goldstick+JE%22">Goldstick JE</searchLink>; Department of Emergency Medicine, University of Michigan School of Medicine, Ann Arbor, MI, USA; Institute for Firearm Injury Prevention, University of Michigan, Ann Arbor, MI, USA. Electronic address: jasoneg@med.umich.edu.<br /><searchLink fieldCode="AU" term="%22Carter+PM%22">Carter PM</searchLink>; Department of Emergency Medicine, University of Michigan School of Medicine, Ann Arbor, MI, USA; Institute for Firearm Injury Prevention, University of Michigan, Ann Arbor, MI, USA; Department of Health Behavior & Health Education, University of Michigan School of Public Health, Ann Arbor, MI, USA. Electronic address: cartpatr@umich.edu.<br /><searchLink fieldCode="AU" term="%22Cook+JNB%22">Cook JNB</searchLink>; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: cookjen@ohsu.edu.<br /><searchLink fieldCode="AU" term="%22Salvi+A%22">Salvi A</searchLink>; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. Electronic address: salvi@ohsu.edu.<br /><searchLink fieldCode="AU" term="%22Wei+R%22">Wei R</searchLink>; School of Public Policy, University of California, Riverside, Riverside, CA, USA. Electronic address: ranwei@ucr.edu.<br /><searchLink fieldCode="AU" term="%22Fallat+ME%22">Fallat ME</searchLink>; Department of Surgery, University of Louisville School of Medicine, Norton Children's Hospital, Louisville, KY, USA. Electronic address: mary.fallat@louisville.edu.<br /><searchLink fieldCode="AU" term="%22Kuppermann+N%22">Kuppermann N</searchLink>; Children's National Hospital, Departments of Pediatrics and Emergency Medicine, George Washington School of Medicine and Health Sciences, Washington, D.C, USA. Electronic address: nkuppermann@childrensnational.org.<br /><searchLink fieldCode="AU" term="%22Jenkins+PC%22">Jenkins PC</searchLink>; Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA. Electronic address: pecjenki@iu.edu.<br /><searchLink fieldCode="AU" term="%22Mann+NC%22">Mann NC</searchLink>; Department of Pediatrics, University of Utah School of Medicine, Salt Lake City, UT, USA. Electronic address: Clay.Mann@hsc.utah.edu.<br /><searchLink fieldCode="AU" term="%22Diaz+XN%22">Diaz XN</searchLink>; Oregon State University, Corvallis, OR, USA. Electronic address: navadiax@oregonstate.edu.<br /><searchLink fieldCode="AU" term="%22Lundrigan+AM%22">Lundrigan AM</searchLink>; Utah Data Coordinating Center, University of Utah, Salt Lake City, UT, USA. Electronic address: andrea.lundrigan@hsc.utah.edu.<br /><searchLink fieldCode="AU" term="%22Beckstead+R%22">Beckstead R</searchLink>; Utah Data Coordinating Center, University of Utah, Salt Lake City, UT, USA. Electronic address: rylee.beckstead@hsc.utah.edu.<br /><searchLink fieldCode="AU" term="%22Hagos+B%22">Hagos B</searchLink>; Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA; Department of Emergency Medicine, University of California Irvine, Irvine, CA, USA. Electronic address: berhaneh@hs.uci.edu.<br /><searchLink fieldCode="AU" term="%22Song+X%22">Song X</searchLink>; Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA. Electronic address: songx@ohsu.edu.
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  Data: <searchLink fieldCode="JN" term="%220052631%22">Journal of pediatric surgery</searchLink> [J Pediatr Surg] 2026 Jul; Vol. 61 (7), pp. 163089. <i>Date of Electronic Publication: </i>2026 Mar 26.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Saunders%22">Saunders </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>0052631 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1531-5037 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200223468%22">00223468 </searchLink><i>NLM ISO Abbreviation: </i>J Pediatr Surg <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.jpedsurg.2026.163089
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              Text: 2026 Jul
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