Skip to main content

Main menu

  • HOME
  • ARTICLES
    • Current Issue
    • Abstracts In Press
    • Archives
    • Special Issue Archive
    • Subject Collections
  • INFO FOR
    • Authors
    • Reviewers
    • Call For Papers
    • Subscribers
    • Advertisers
  • SUBMIT
    • Manuscript
    • Peer Review
  • ABOUT
    • The JABFM
    • The Editing Fellowship
    • Editorial Board
    • Indexing
    • Editors' Blog
  • CLASSIFIEDS
  • Other Publications
    • abfm

User menu

Search

  • Advanced search
American Board of Family Medicine
  • Other Publications
    • abfm
American Board of Family Medicine

American Board of Family Medicine

Advanced Search

  • HOME
  • ARTICLES
    • Current Issue
    • Abstracts In Press
    • Archives
    • Special Issue Archive
    • Subject Collections
  • INFO FOR
    • Authors
    • Reviewers
    • Call For Papers
    • Subscribers
    • Advertisers
  • SUBMIT
    • Manuscript
    • Peer Review
  • ABOUT
    • The JABFM
    • The Editing Fellowship
    • Editorial Board
    • Indexing
    • Editors' Blog
  • CLASSIFIEDS
  • JABFM on Bluesky
  • JABFM On Facebook
  • JABFM On Twitter
  • JABFM On YouTube
Research ArticleOriginal Research

Patient, Provider, and Clinic Characteristics Associated with Opioid and Non-Opioid Pain Prescriptions for Patients Receiving Low Back Imaging in Primary Care

Laura S. Gold, Zachary A. Marcum, Eric N. Meier, Judith A. Turner, Kathryn T. James, David F. Kallmes, Patrick H. Luetmer, Brent Griffith, Karen J. Sherman, Janna L. Friedly, Pradeep Suri, Richard A. Deyo, Sandra K. Johnston, Andrew L. Avins, Patrick J. Heagerty and Jeffrey G. Jarvik
The Journal of the American Board of Family Medicine September 2021, 34 (5) 950-963; DOI: https://doi.org/10.3122/jabfm.2021.05.210033
Laura S. Gold
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Zachary A. Marcum
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
PharmD, PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Eric N. Meier
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MS
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Judith A. Turner
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Kathryn T. James
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
PA, MPH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
David F. Kallmes
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Patrick H. Luetmer
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Brent Griffith
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Karen J. Sherman
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Janna L. Friedly
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MD, MPH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Pradeep Suri
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Richard A. Deyo
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MD, MPH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Sandra K. Johnston
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Andrew L. Avins
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MD, MPH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Patrick J. Heagerty
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jeffrey G. Jarvik
From the Department of Radiology, School of Medicine, University of Washington, Seattle, WA (LSG, KTJ, SKJ, JGJ); Clinical Learning, Evidence, and Research Center, University of Washington, Seattle, WA (LSG, ENM, JAT, KTJ, JLF, PS, SKJ, PJH, JGJ); Department of Pharmacy, School of Pharmacy, University of Washington, Seattle, WA (ZAM); Department of Biostatistics, University of Washington, Seattle, WA (ENM, PJH); Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA (JAT); Department of Rehabilitation Medicine, University of Washington, Seattle, WA (JAT, JLF); Department of Radiology Mayo Clinic, Rochester, MN (DFK, PHL); Department of Radiology, Henry Ford Hospital, Detroit, MI, (BG); Kaiser Permanente Washington, Seattle, WA (KJS); Rehabilitation Care Services, VA Puget Sound Health Care System, Seattle, WA (PS); Departments of Family Medicine and Internal Medicine, Oregon Health & Science University, Portland, OR (RAD); Division of Research, Kaiser Permanente Northern California, Oakland, CA (ALA).
MD, MPH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Data
  • References
  • Info & Metrics
  • PDF
Loading

Article Figures & Data

Figures

  • Tables
  • Figure 1.
    • Download figure
    • Open in new tab
    Figure 1.

    Flow of patients in analyses stratified by whether patients received immediate opioid and/or non-opioid pain medication prescriptions. Abbreviation: LIRE, Lumbar Imaging with Reporting of Epidemiology.

  • Figure 2.
    • Download figure
    • Open in new tab
    Figure 2.

    Adjusted odds ratios (ORs) and 95% confidence intervals (95% CIs) of patient-level (patient age, sex, index imaging modality, race, ethnicity, socioeconomic status, insurance status, Charlson comorbidity index, prescriptions for opioids in the 120 days prior to index, image finding status, and time of index image), provider-level (provider age, provider type, provider sex, and provider specialty), and clinic-level (rural urban commuting area type and clinic size) variables associated with receipt of immediate prescriptions for opioids within 90 days of receipt of lower back imaging. Abbreviations: CT, computed tomography; DO, doctor of osteopathic medicine; MD, medical doctor; MRI, magnetic resonance imaging; SES, socioeconomic status; VA, Veteran's Affairs.

  • Figure 3.
    • Download figure
    • Open in new tab
    Figure 3.

    Adjusted odds ratios (ORs) and 95% confidence intervals (95% CIs) of patient-level (patient age, sex, index imaging modality, race, ethnicity, socioeconomic status, insurance status, Charlson comorbidity index, prescriptions for opioids in the 120 days prior to index, image finding status, and time of index image), provider-level (provider age, provider type, provider sex, and provider specialty), and clinic-level (rural urban commuting area type and clinic size) variables associated with having 1 quarter (referent category) versus multiple quarters with at least 1 opioid prescription within a year of index low back image. Abbreviations: DO, doctor of osteopathic medicine; MD, medical doctor; PA/NP, physician assistants and nurse practitioners; SES, socioeconomic status.

  • Figure 4.
    • Download figure
    • Open in new tab
    Figure 4.

    Adjusted odds ratios (ORs) and 95% confidence intervals (95% CIs) of patient-level (patient age, sex, index imaging modality, race, ethnicity, socioeconomic status, insurance status, Charlson comorbidity index, prescriptions for non-opioid pain medications in the 120 days prior to index, image finding status, and time of index image), provider-level (provider age, provider type, provider sex, and provider specialty), and clinic-level (rural urban commuting area type and clinic size) variables associated with receipt of immediate prescriptions for non-opioid pain medications within 90 days of receipt of lower back imaging. Abbreviations: CT, computed tomography; DO, doctor of osteopathic medicine; MD, medical doctor; PA/NP, physician assistants and nurse practitioners; SES, socioeconomic status; VA, Veteran's Affairs.

  • Figure 5.
    • Download figure
    • Open in new tab
    Figure 5.

    Adjusted odds ratios (ORs) and 95% confidence intervals (95% CIs) of patient-level (patient age, sex, index imaging modality, race, ethnicity, socioeconomic status, insurance status, Charlson comorbidity index, prescriptions for non-opioid pain medications in the 120 days prior to index, image finding status, and time of index image), provider-level (provider age, provider type, provider sex, and provider specialty), and clinic-level (rural urban commuting area type and clinic size) variables associated with having 1 quarter (referent category) versus multiple quarters with at least 1 non-opioid pain medication prescription within 1 year of index low back image. Abbreviations: CT, computed tomography; DO, doctor of osteopathic medicine; MD, medical doctor; PA/NP, physician assistants and nurse practitioners; SES, socioeconomic status; VA, Veteran's Affairs.

Tables

  • Figures
    • View popup
    Table 1.

    Characteristics of Patients, Providers, and Clinics by Receipt of Opioid and Non-opioid Pain Medication Prescriptions within 90 Days After Index Image*

    All Patients n (%)† N = 238,886Received Immediate Opioid Prescription n (%)‡ N = 70,195 (29)Received Immediate Non-opioid Prescription n (%)‡ N = 84,063 (35)
    Patient-Level Characteristics
    Age group (years)
        18 to 3943,342 (18)9,679 (22)15,695 (36)
        40 to 6090,027 (38)26,128 (29)35,143 (39)
        >60105,517 (44)34,388 (33)33,225 (31)
    Sex
        Male101,499 (42)28,956 (29)33,365 (33)
        Female137,387 (58)41,239 (30)50,498 (37)
    Modality for index image
        Radiograph192,435 (81)55,466 (29)70,234 (37)
        Computed tomography943 (0.4)412 (44)288 (31)
        Magnetic resonance imaging45,508 (19)14,317 (31)13,541 (30)
    Race
        Asian26,508 (11)4,062 (15)7,162 (27)
        Black/African American23,642 (10)7,678 (33)8,416 (36)
        Native Hawaiian/Pacific Islanders1,614 (0.7)389 (24)583 (36)
        Native American/Alaska Native1,686 (0.7)610 (36)708 (42)
        Multiracial1,005 (0.4)296 (29)376 (37)
        White184,431 (77)57,728 (31)66,818 (36)
    Ethnicity
        Hispanic36,229 (15)9,342 (26)13,702 (38)
        Not Hispanic202,657 (85)60,853 (30)70,361 (35)
    Socioeconomic status quartile
        1st15,824 (7)5,446 (34)6,333 (40)
        2nd31,213 (13)10,574 (34)12,215 (39)
        3rd57,564 (24)18,808 (33)21,879 (38)
        4th134,285 (56)35,367 (26)43,636 (33)
    Insurance status
        Medicare90,841 (38)31,951 (35)29,103 (32)
        Medicaid/state-subsidized12,056 (5)4,230 (35)5,388 (45)
        Commercial (including Medicare supplements)131,743 (55)32,693 (25)47,911 (36)
    Veterans Administration248 (0.1)60 (24)84 (34)
        Self-pay1,301 (0.5)490 (38)596 (46)
        Unknown/missing2,697 (1)771 (29)981 (36)
    Charlson comorbidity index
        0153,079 (64)38,227 (25)53,108 (35)
        141,868 (18)14,449 (35)15,868 (38)
        223,211 (10)8,214 (35)7,828 (34)
        3+20,728 (9)9,305 (45)7,259 (35)
    Prescription for opioid in 120 days before index:
        Yes61,531 (26)38,581 (63)35,397 (52)
        No177,355 (74)31,614 (18)48,666 (29)
    Image finding status
        None55,546 (23)13,327 (24)20,627 (37)
        Clinically unimportant finding149,192 (62)45,558 (31)53,206 (36)
        Clinically important finding34,148 (14)11,310 (33)10,230 (30)
    Time of index image
        Oct 2013 to Mar 201448,233 (20)16,087 (33)16,909 (35)
        Apr 2014 to Sept 201430,529 (13)9,952 (33)10,833 (35)
        Oct 2014 to Mar 201539,424 (17)11,730 (30)14,204 (36)
        Apr 2015 to Sept 201541,796 (18)11,959 (29)14,816 (35)
        Oct 2015 to Mar 201639,177 (16)10,526 (27)13,726 (35)
        Apr 2016 to Sept 201639,727 (17)9,941 (25)13,575 (34)
    Image Ordering Provider-Level Characteristics
        Provider mean age (IQR)49.3 (43 to 55)49.6 (43 to 56)49.0 (43 to 55)
    Provider type
        Doctor Osteopathy17,288 (7)5,167 (30)6,542 (38)
        Medical Doctor213,524 (89)62,250 (29)74,170 (35)
        Physician Assistant/Nurse Practitioner8,074 (3)2,778 (34)3,351 (42)
    Provider sex
        Female125,520 (53)35,315 (28)44,206 (35)
        Male113,366 (47)34,880 (31)39,857 (35)
    Provider specialty
        Family medicine117,072 (49)36,042 (31)44,100 (38)
        Internal medicine119,842 (50)33,602 (28)39,278 (33)
        Other1972 (0.8)551 (28)685 (35)
    Imaging Clinic-Level Characteristics
    Rural-urban commuting area type
        Urban231,352 (97)67,391 (29)81,184 (35)
        Large rural4,106 (1.7)1,436 (35)1,569 (38)
        Small rural3,043 (1.3)1,247 (41)1,215 (40)
        Isolated small rural385 (0.2)121 (31)95 (25)
        Clinic size
        Small48,053 (20)14,044 (29)15,725 (33)
        Medium74,035 (31)22,315 (30)25,014 (34)
        Large116,798 (49)33,836 (29)43,324 (37)
    • IQR, Interquartile range.

    • ↵* Note that 36,119 patients (15% of the total) received prescriptions for both opioid and non-opioid pain medications within 90 days and are therefore represented in multiple columns; similarly, n = 120,747 received neither immediate opioid nor non-opioid pain prescriptions.

    • ↵† Percentages presented in columns.

    • ↵‡ Percentages presented in rows.

PreviousNext
Back to top

In this issue

The Journal of the American Board of Family   Medicine: 34 (5)
The Journal of the American Board of Family Medicine
Vol. 34, Issue 5
September/October 2021
  • Table of Contents
  • Table of Contents (PDF)
  • Cover (PDF)
  • Index by author
  • Back Matter (PDF)
  • Front Matter (PDF)
Print
Download PDF
Article Alerts
Sign In to Email Alerts with your Email Address
Email Article

Thank you for your interest in spreading the word on American Board of Family Medicine.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Patient, Provider, and Clinic Characteristics Associated with Opioid and Non-Opioid Pain Prescriptions for Patients Receiving Low Back Imaging in Primary Care
(Your Name) has sent you a message from American Board of Family Medicine
(Your Name) thought you would like to see the American Board of Family Medicine web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
1 + 1 =
Solve this simple math problem and enter the result. E.g. for 1+3, enter 4.
Citation Tools
Patient, Provider, and Clinic Characteristics Associated with Opioid and Non-Opioid Pain Prescriptions for Patients Receiving Low Back Imaging in Primary Care
Laura S. Gold, Zachary A. Marcum, Eric N. Meier, Judith A. Turner, Kathryn T. James, David F. Kallmes, Patrick H. Luetmer, Brent Griffith, Karen J. Sherman, Janna L. Friedly, Pradeep Suri, Richard A. Deyo, Sandra K. Johnston, Andrew L. Avins, Patrick J. Heagerty, Jeffrey G. Jarvik
The Journal of the American Board of Family Medicine Sep 2021, 34 (5) 950-963; DOI: 10.3122/jabfm.2021.05.210033

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Share
Patient, Provider, and Clinic Characteristics Associated with Opioid and Non-Opioid Pain Prescriptions for Patients Receiving Low Back Imaging in Primary Care
Laura S. Gold, Zachary A. Marcum, Eric N. Meier, Judith A. Turner, Kathryn T. James, David F. Kallmes, Patrick H. Luetmer, Brent Griffith, Karen J. Sherman, Janna L. Friedly, Pradeep Suri, Richard A. Deyo, Sandra K. Johnston, Andrew L. Avins, Patrick J. Heagerty, Jeffrey G. Jarvik
The Journal of the American Board of Family Medicine Sep 2021, 34 (5) 950-963; DOI: 10.3122/jabfm.2021.05.210033
Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Jump to section

  • Article
    • Abstract
    • Introduction
    • Methods
    • Results
    • Discussion
    • Limitations
    • Conclusion
    • Notes
    • References
  • Figures & Data
  • References
  • Info & Metrics
  • PDF

Related Articles

  • No related articles found.
  • PubMed
  • Google Scholar

Cited By...

  • Practical Clinical Topics, Digging Deeper into COVID-19, Social Determinants of Health, and Equity
  • Google Scholar

More in this TOC Section

  • Identifying and Addressing Social Determinants of Health with an Electronic Health Record
  • Integrating Adverse Childhood Experiences and Social Risks Screening in Adult Primary Care
  • A Pilot Comparison of Clinical Data Collection Methods Using Paper, Electronic Health Record Prompt, and a Smartphone Application
Show more Original Research

Similar Articles

Keywords

  • Back Pain
  • Diagnostic Imaging
  • Drug Prescriptions
  • Non-Opioid Analgesics
  • Opioid Analgesics
  • Primary Health Care
  • Race Factors

Navigate

  • Home
  • Current Issue
  • Past Issues

Authors & Reviewers

  • Info For Authors
  • Info For Reviewers
  • Submit A Manuscript/Review

Other Services

  • Get Email Alerts
  • Classifieds
  • Reprints and Permissions

Other Resources

  • Forms
  • Contact Us
  • ABFM News

© 2025 American Board of Family Medicine

Powered by HighWire