Statistical Analysis of County-Level Contributing Factors to Opioid-Related Overdose Deaths in the United States
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作者:
Kim, Haedong
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机构:
Penn State Univ, Complex Syst Monitoring Modeling & Control Lab, University Pk, PA 16802 USAPenn State Univ, Complex Syst Monitoring Modeling & Control Lab, University Pk, PA 16802 USA
Kim, Haedong
[1
]
Yang, Hui
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Penn State Univ, Complex Syst Monitoring Modeling & Control Lab, University Pk, PA 16802 USAPenn State Univ, Complex Syst Monitoring Modeling & Control Lab, University Pk, PA 16802 USA
Yang, Hui
[1
]
机构:
[1] Penn State Univ, Complex Syst Monitoring Modeling & Control Lab, University Pk, PA 16802 USA
Opioid Epidemic;
Social Determinants;
Demand-Side Analysis;
County-Level Features;
D O I:
暂无
中图分类号:
R318 [生物医学工程];
学科分类号:
0831 ;
摘要:
This paper examines county-level characteristic factors contributing to opioid-related overdose deaths in the United States. We categorized factors into three groups: demographic, socio-economic, and health care environmental group. These features were used as predictors to model the overdose deaths from all types of opioids including prescription (e.g., oxycodone and hydrocodone) and illicit opioids (e.g., heroin and fentanyl) to investigate general trend, as well as separate models for heroin and fentanyl. Multilevel mixed-effect regression was adopted to adequately model grouping effect across counties.
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Lifetree Clin Res, Salt Lake City, UT 84106 USALifetree Clin Res, Salt Lake City, UT 84106 USA
Webster, Lynn R.
Cochella, Susan
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机构:Lifetree Clin Res, Salt Lake City, UT 84106 USA
Cochella, Susan
Dasgupta, Nabarun
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Univ N Carolina, Dept Epidemiol, Gillings Sch Global Publ Hlth, Chapel Hill, NC USALifetree Clin Res, Salt Lake City, UT 84106 USA
Dasgupta, Nabarun
Fakata, Keri L.
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Lifetree Clin Res, Salt Lake City, UT 84106 USALifetree Clin Res, Salt Lake City, UT 84106 USA
Fakata, Keri L.
Fine, Perry G.
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Univ Utah, Sch Med, Pain Res Ctr, Dept Anesthesiol, Salt Lake City, UT USALifetree Clin Res, Salt Lake City, UT 84106 USA
Fine, Perry G.
Fishman, Scott M.
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Univ Calif Davis, Div Pain Med, Davis, CA 95616 USALifetree Clin Res, Salt Lake City, UT 84106 USA
Fishman, Scott M.
Grey, Todd
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Utah Dept Hlth, Utah Off Med Examiner, Salt Lake City, UT 84116 USALifetree Clin Res, Salt Lake City, UT 84106 USA
Grey, Todd
Johnson, Erin M.
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Utah Dept Hlth, Prescript Pain Medicat Program, Salt Lake City, UT 84116 USALifetree Clin Res, Salt Lake City, UT 84106 USA
Johnson, Erin M.
Lee, Lewis K.
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Univ Calif Los Angeles, Dept Biomath, Geffen Sch Med, Los Angeles, CA USALifetree Clin Res, Salt Lake City, UT 84106 USA
Lee, Lewis K.
Passik, Steven D.
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h-index: 0
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Mem Sloan Kettering Canc Ctr, Dept Psychiat & Behav Sci, New York, NY 10021 USALifetree Clin Res, Salt Lake City, UT 84106 USA
Passik, Steven D.
Peppin, John
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Pain Treatment Ctr Bluegrass, Lexington, KY USALifetree Clin Res, Salt Lake City, UT 84106 USA
Peppin, John
Porucznik, Christina A.
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Univ Utah, Dept Family & Prevent Med, Div Publ Hlth, Salt Lake City, UT USALifetree Clin Res, Salt Lake City, UT 84106 USA
Porucznik, Christina A.
Ray, Albert
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LITE Ctr, Miami, FL USALifetree Clin Res, Salt Lake City, UT 84106 USA
Ray, Albert
Schnoll, Sidney H.
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Virginia Commonwealth Univ, Med Coll Virginia, Richmond, VA 23298 USA
Pinney Associates Inc, Richmond, VA USALifetree Clin Res, Salt Lake City, UT 84106 USA
Schnoll, Sidney H.
Stieg, Richard L.
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h-index: 0
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Natl Pain Fdn, Englewood, CO USALifetree Clin Res, Salt Lake City, UT 84106 USA
机构:
Univ Calif San Diego, Sch Med, La Jolla, CA USA
Global Hlth Policy & Data Inst, San Diego, CA USA
Univ Calif San Diego, Sch Med, 9500 Gilman Dr, La Jolla, CA 92093 USAUniv Calif San Diego, Sch Med, La Jolla, CA USA
Cuomo, Raphael
Purushothaman, Vidya
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Global Hlth Policy & Data Inst, San Diego, CA USA
San Diego Supercomp Ctr, San Diego, CA USAUniv Calif San Diego, Sch Med, La Jolla, CA USA
Purushothaman, Vidya
Calac, Alec J.
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Univ Calif San Diego, Sch Med, La Jolla, CA USA
Global Hlth Policy & Data Inst, San Diego, CA USAUniv Calif San Diego, Sch Med, La Jolla, CA USA
Calac, Alec J.
McMann, Tiana
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Global Hlth Policy & Data Inst, San Diego, CA USA
San Diego Supercomp Ctr, San Diego, CA USA
Univ Calif San Diego, Dept Anthropol, La Jolla, CA USA
S 3 Res, San Diego, CA USAUniv Calif San Diego, Sch Med, La Jolla, CA USA
McMann, Tiana
Li, Zhuoran
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Global Hlth Policy & Data Inst, San Diego, CA USA
San Diego Supercomp Ctr, San Diego, CA USA
S 3 Res, San Diego, CA USAUniv Calif San Diego, Sch Med, La Jolla, CA USA
Li, Zhuoran
Mackey, Tim
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Global Hlth Policy & Data Inst, San Diego, CA USA
San Diego Supercomp Ctr, San Diego, CA USA
Univ Calif San Diego, Dept Anthropol, La Jolla, CA USA
S 3 Res, San Diego, CA USAUniv Calif San Diego, Sch Med, La Jolla, CA USA
机构:
Oregon Hlth Sci Univ OHSU, Ctr Hlth Syst Effectiveness, Portland, OR USA
OHSU Portland State Univ Sch Publ Hlth, Portland, OR USAOregon Hlth Sci Univ OHSU, Ctr Hlth Syst Effectiveness, Portland, OR USA
Lindner, Stephan R.
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Hart, Kyle
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Manibusan, Brynna
McCarty, Dennis
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Oregon Hlth Sci Univ OHSU, Ctr Hlth Syst Effectiveness, Portland, OR USA
OHSU Portland State Univ Sch Publ Hlth, Portland, OR USA
OHSU, Sch Med, Div Gen & Internal Med, Portland, OR USAOregon Hlth Sci Univ OHSU, Ctr Hlth Syst Effectiveness, Portland, OR USA
McCarty, Dennis
McConnell, John
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OHSU Portland State Univ Sch Publ Hlth, Portland, OR USAOregon Hlth Sci Univ OHSU, Ctr Hlth Syst Effectiveness, Portland, OR USA
机构:
Ctr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USACtr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USA
Guy, Gery P., Jr.
Zhang, Kun
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Ctr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USACtr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USA
Zhang, Kun
Schieber, Lyna Z.
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Ctr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USACtr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USA
Schieber, Lyna Z.
Young, Randall
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Ctr Dis Control & Prevent, Div Toxicol & Human Hlth Sci, Agcy Tox Subst & Dis Registry, Atlanta, GA USACtr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USA
Young, Randall
Dowell, Deborah
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Ctr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USACtr Dis Control & Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USA
机构:
NYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Santaella-Tenorio, Julian
Rivera-Aguirre, Ariadne
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NYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Rivera-Aguirre, Ariadne
Hepler, Staci A.
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h-index: 0
机构:
Wake Forest Univ, Dept Stat Sci, Winston Salem, NC 27109 USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Hepler, Staci A.
Kline, David M.
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h-index: 0
机构:
Wake Forest Univ, Bowman Gray Sch Med, Dept Biostat & Data Sci, Winston Salem, NC USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Kline, David M.
Cantor, Jonathan
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h-index: 0
机构:
RAND Corp, Santa Monica, CA USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Cantor, Jonathan
Deyoreo, Maria
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h-index: 0
机构:
RAND Corp, Santa Monica, CA USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Deyoreo, Maria
Martins, Silvia S.
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h-index: 0
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Columbia Univ, Dept Epidemiol, New York, NY USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Martins, Silvia S.
Krawczyk, Noa
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h-index: 0
机构:
NYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Krawczyk, Noa
Cerda, Magdalena
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h-index: 0
机构:
NYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Ctr Opioid Epidemiol & Policy, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
机构:
Penn State Univ, Harold & Inge Marcus Dept Ind & Mfg Engn, University Pk, PA 16802 USAPenn State Univ, Harold & Inge Marcus Dept Ind & Mfg Engn, University Pk, PA 16802 USA
Chen, Qiushi
Sterner, Glenn
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h-index: 0
机构:
Penn State Univ, Criminal Justice Res Ctr, Abington Campus, University Pk, PA USA
Penn State Univ, Dept Criminal Justice, Abington Campus, University Pk, PA USAPenn State Univ, Harold & Inge Marcus Dept Ind & Mfg Engn, University Pk, PA 16802 USA
Sterner, Glenn
Segel, Joel
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h-index: 0
机构:
Penn State Univ, Dept Hlth Policy & Adm, University Pk, PA 16802 USAPenn State Univ, Harold & Inge Marcus Dept Ind & Mfg Engn, University Pk, PA 16802 USA
Segel, Joel
Feng, Zixuan
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h-index: 0
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Penn State Univ, Harold & Inge Marcus Dept Ind & Mfg Engn, University Pk, PA 16802 USAPenn State Univ, Harold & Inge Marcus Dept Ind & Mfg Engn, University Pk, PA 16802 USA
机构:
Univ Texas San Antonio, Dept Social Work, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USAUniv Texas San Antonio, Dept Social Work, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA
Cano, Manuel
Agan, Anna
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机构:
Massachusetts Dept Publ Hlth, Boston, MA USAUniv Texas San Antonio, Dept Social Work, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA
Agan, Anna
Bandoian, Lisa
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h-index: 0
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Massachusetts Dept Publ Hlth, Boston, MA USAUniv Texas San Antonio, Dept Social Work, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA
Bandoian, Lisa
Larochelle, Lauren
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Massachusetts Dept Publ Hlth, Boston, MA USAUniv Texas San Antonio, Dept Social Work, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA