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Research ArticleOriginal Research

The Relationship Between Social Determinants of Health and Functional Capacity in Adult Primary Care Patients With Multiple Chronic Conditions

Levi N. Bonnell, Abigail M. Crocker, Kathleen Kemp and Benjamin Littenberg
The Journal of the American Board of Family Medicine July 2021, 34 (4) 688-697; DOI: https://doi.org/10.3122/jabfm.2021.04.210010
Levi N. Bonnell
From University of Vermont, Burlington, VT (LNB, AMC, KK, BL); Clinton Medical Associates, University of Rochester, Rochester, NY (LNB, AMC, KK, BL).
MPH
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Abigail M. Crocker
From University of Vermont, Burlington, VT (LNB, AMC, KK, BL); Clinton Medical Associates, University of Rochester, Rochester, NY (LNB, AMC, KK, BL).
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Kathleen Kemp
From University of Vermont, Burlington, VT (LNB, AMC, KK, BL); Clinton Medical Associates, University of Rochester, Rochester, NY (LNB, AMC, KK, BL).
MD
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Benjamin Littenberg
From University of Vermont, Burlington, VT (LNB, AMC, KK, BL); Clinton Medical Associates, University of Rochester, Rochester, NY (LNB, AMC, KK, BL).
MD
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    Figure 1.

    Difference in functional capacity associated with any 1 or more Social Determinants of Health (SDoH) insecurity. Regression coefficient and 95% CI for the mixed linear regression with and without adjustment for all potential confounders that met the 10% inclusion criteria. The vertical line at zero represents a null association. Abbreviation: CI, confidence interval.

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    Figure 2.

    Difference in functional capacity associated with food insecurity, housing instability, and financial hardship. Regression coefficient (β) and 95% CI for the mixed linear regression with adjustment for all potential confounders. The vertical line at 0.00 represents a null association. Abbreviation: CI, confidence interval.

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    Table 1.

    Social Determinants of Health

    DomainQuestionAnswer
    Food insecurityIn the past 12 months, did you ever eat less than you felt you should because there wasn't enough food?Yes/No
    Housing instabilityIn the past 12 months, did you ever have to sleep at a friend or family member's house because you had no place else to live?Yes to either/no to both
    In the past 12 months, did you ever have to sleep outside, in a public place, or in a shelter because you had no place else to live?
    Financial hardshipIn the past 12 months, did you ever not have enough money to pay your basic living expenses (mortgage, rent, utilities, medicines, etc.)?Yes/No
    • View popup
    Table 2.

    Characteristics of Population Stratified by Any One or More Social Determinants of Health (SDoH) Insecurity (n = 2763)

    1 or More Insecurityn (%) or Mean ± SDNo Insecuritiesn (%) or Mean ± SD
    Sample size
        n7921971
    Subject characteristics
        Age, years55 ± 1364 ± 13
        Sex (male vs female)264 (34%)736 (38%)
    Race
        White538 (68%)1543 (78%)
        Black or African American132 (17%)189 (10%)
        Asian13 (2%)73 (4%)
        Other109 (14%)166 (8%)
    Ethnicity (Hispanic vs non-Hispanic)106 (14%)168 (9%)
    Married or living as married versus other244 (31%)1082 (55%)
    Employed (full time, part time, or student)233 (30%)676 (35%)
    Annual household income
        <$15,00437 (56%)403 (21%)
        $15,000–$29,999196 (25%)408 (21%)
        $30,000–$44,99968 (9%)256 (13%)
        $45,000–$59,99930 (4%)180 (9%)
        $60,000–$74,99925 (3%)184 (10%)
        $75,000–$99,99916 (2%)193 (10%)
        >$100,0009 (1%)301 (16%)
    Education
        Less than 9th grade35 (4%)65 (3%)
        9th to 12th grade, no diploma100 (13%)152 (8%)
        High school graduate (including GED)395 (50%)747 (38%)
        Associate degree119 (15%)320 (16%)
        Bachelor's degree86 (11%)353 (18%)
        Graduate or professional degree57 (7%)330 (17%)
    Chronic conditions
        Arthritis332 (42%)826 (42%)
        Asthma219 (28%)389 (20%)
        Obstructive lung disease177 (16%)333 (12%)
        Chronic pain701 (89%)1620 (82%)
        Non-gestational diabetes392 (50%)869 (44%)
        Heart disease656 (83%)1728 (88%)
        Irritable bowel syndrome40 (5%)78 (4%)
        Lung disease322 (41%)585 (30%)
        Mood disorder581 (73%)1188 (60%)
        Insomnia216 (27%)477 (24%)
        Substance use disorder366 (33%)472 (17%)
        Tobacco use227 (29%)283 (14%)
        Unhealthy alcohol use82 (10%)101 (5%)
        Total chronic conditions6 ± 25 ± 2
    Medication adherence (higher indicates worse adherence)
    Morisky Medication Adherence Scale
        0229 (29%)992 (51%)
        1159 (20%)425 (22%)
        2236 (30%)392 (20%)
        397 (13%)95 (5%)
        464 (8%)47 (2%)
    Neighborhood characteristics
        Social deprivation index (higher indicates more deprivation)63 ± 2650 ± 28
        Urban651 (85%)1542 (79%)
        Population density, persons per square mile4340 ± 48183876 ± 7755
    Functional capacity
        Metabolic equivalents (METs)5.6 ± 1.86.6 ± 2.0
        Median, METs5.16.6
        Interquartile range (25th, 75th percentile), METs4.4, 6.75.1, 8.3
    • SD, standard deviation.

    • View popup
    Table 3.

    Univariate and Multivariable Regression Results

    InsecuritiesUnadjusted Effect95% CIPAdjusted Effect95% CIP
    Any 1 or more*−0.88−1.02, −0.74<0.001−0.62−0.78, −0.46<0.001
    Food†−0.75−0.97, −0.53<0.001−0.48−0.68, −0.27<0.001
    Housing‡−0.60−1.00, −0.200.003−0.44−0.81, −0.080.02
    Financial§−0.84−1.01, −0.67<0.001−0.59−0.76, −0.36<0.001
    Number of insecurities (0 to 3)§−0.51−0.61, −0.41<0.001−0.38−0.48, −0.28<0.001
    • ↵* Confounder list: age, marital status, income, count of chronic conditions, Social Deprivation Index (SDI).

    • ↵† Confounder list: age, marital status, income, education, mood disorder, count of chronic conditions, SDI.

    • ↵‡ Confounder list: age, marital status, income, education, mood disorder, arthritis, count of chronic conditions, urban, population density.

    • ↵§ Confounder list: age, marital status, income, education, count of chronic conditions, SDI.

    • CI, confidence interval.

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The Journal of the American Board of Family     Medicine: 34 (4)
The Journal of the American Board of Family Medicine
Vol. 34, Issue 4
July/August 2021
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The Relationship Between Social Determinants of Health and Functional Capacity in Adult Primary Care Patients With Multiple Chronic Conditions
Levi N. Bonnell, Abigail M. Crocker, Kathleen Kemp, Benjamin Littenberg
The Journal of the American Board of Family Medicine Jul 2021, 34 (4) 688-697; DOI: 10.3122/jabfm.2021.04.210010

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The Relationship Between Social Determinants of Health and Functional Capacity in Adult Primary Care Patients With Multiple Chronic Conditions
Levi N. Bonnell, Abigail M. Crocker, Kathleen Kemp, Benjamin Littenberg
The Journal of the American Board of Family Medicine Jul 2021, 34 (4) 688-697; DOI: 10.3122/jabfm.2021.04.210010
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Keywords

  • Chronic Disease
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