Associations Between Natural Language Processing‒Enriched Social Determinants of Health and Fatal Opioid Overdose Among US Veterans, Fiscal Year 2018‒2021.
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| Title: | Associations Between Natural Language Processing‒Enriched Social Determinants of Health and Fatal Opioid Overdose Among US Veterans, Fiscal Year 2018‒2021. |
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| Authors: | Mitra A; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell., Pradhan R; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell., Gordon KS; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell., Yan H; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell., Kerns RD; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell., Becker WC; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell., Yu H; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell. |
| Source: | American journal of public health [Am J Public Health] 2026 Oct; Vol. 116 (10), pp. 1575-1585. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: American Public Health Association Country of Publication: United States NLM ID: 1254074 Publication Model: Print Cited Medium: Internet ISSN: 1541-0048 (Electronic) Linking ISSN: 00900036 NLM ISO Abbreviation: Am J Public Health Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42715541 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Associations Between Natural Language Processing‒Enriched Social Determinants of Health and Fatal Opioid Overdose Among US Veterans, Fiscal Year 2018‒2021. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Mitra+A%22">Mitra A</searchLink>; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell.<br /><searchLink fieldCode="AU" term="%22Pradhan+R%22">Pradhan R</searchLink>; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell.<br /><searchLink fieldCode="AU" term="%22Gordon+KS%22">Gordon KS</searchLink>; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell.<br /><searchLink fieldCode="AU" term="%22Yan+H%22">Yan H</searchLink>; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell.<br /><searchLink fieldCode="AU" term="%22Kerns+RD%22">Kerns RD</searchLink>; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell.<br /><searchLink fieldCode="AU" term="%22Becker+WC%22">Becker WC</searchLink>; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell.<br /><searchLink fieldCode="AU" term="%22Yu+H%22">Yu H</searchLink>; Avijit Mitra was with the Manning College of Information and Computer Sciences, University of Massachusetts Amherst, at the time of this study. Richeek Pradhan is with the Centre for Medicine Use and Safety, Monash University, Parkville, Australia. Kirsha S. Gordon is with the Veterans Affairs Connecticut Healthcare System, West Haven. Haijuan Yan is with the Center for Healthcare Optimization and Implementation Research, Veterans Affairs Bedford Healthcare, Bedford, MA. Robert D. Kerns is with the Department of Psychiatry, Yale School of Medicine, New Haven. William C. Becker is with the Department of Internal Medicine, Yale School of Medicine. Hong Yu is with Miner School of Computer and Information Sciences, University of Massachusetts Lowell. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%221254074%22">American journal of public health</searchLink> [Am J Public Health] 2026 Oct; Vol. 116 (10), pp. 1575-1585. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22American+Public+Health+Association%22">American Public Health Association </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>1254074 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1541-0048 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200900036%22">00900036 </searchLink><i>NLM ISO Abbreviation: </i>Am J Public Health <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42715541 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.2105/AJPH.2026.308697 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1575 Titles: – TitleFull: Associations Between Natural Language Processing‒Enriched Social Determinants of Health and Fatal Opioid Overdose Among US Veterans, Fiscal Year 2018‒2021. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Mitra A – PersonEntity: Name: NameFull: Pradhan R – PersonEntity: Name: NameFull: Gordon KS – PersonEntity: Name: NameFull: Yan H – PersonEntity: Name: NameFull: Kerns RD – PersonEntity: Name: NameFull: Becker WC – PersonEntity: Name: NameFull: Yu H IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 10 Text: 2026 Oct Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1541-0048 Numbering: – Type: volume Value: 116 – Type: issue Value: 10 Titles: – TitleFull: American journal of public health Type: main |
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