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Research ArticleOriginal Research

Personal Health Behaviors are Associated with Physical and Mental Unhealthy Days: A Prescription for Health (P4H) Practice-based Research Networks Study

Desireé B. Froshaug, L. Miriam Dickinson, Douglas H. Fernald and Larry A. Green
The Journal of the American Board of Family Medicine July 2009, 22 (4) 368-374; DOI: https://doi.org/10.3122/jabfm.2009.04.080150
Desireé B. Froshaug
MS
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L. Miriam Dickinson
PhD
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Douglas H. Fernald
MA
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Larry A. Green
MD
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Article Figures & Data

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    Table 1.

    Comparison of Patient Characteristics for Those Included Versus Those Excluded20

    Patient CharacteristicsIncluded in Analysis (n = 3738)Excluded from Analysis (n = 1620)PTotal (n = 5358)
    Risk behaviors
        Current smokers (n [%])920 (24.61)370 (25.22).64681290 (24.78)
        Diet score (mean [SD])5.66 (2.57)5.58 (2.54).28545.64 (2.56)
        MET-minutes (mean [SD])2356 (3202)2145 (2916).04072308 (3141)
    Gender (n [%]).0009
        Men1010 (27.02)498 (31.50)1508 (28.35)
        Women2728 (72.98)1083 (68.50)3811 (71.65)
    Age (years) (mean [SD])48 (16.00)55 (17.00)<.000150 (16.60)
    Race/ethnicity (n [%]).1889
        Non-Hispanic white2229 (61.09)883 (58.21)3112 (60.24)
        Non-Hispanic black612 (16.77)278 (18.33)890 (17.23)
        Hispanic/Latino631 (17.29)287 (18.92)918 (17.77)
        Other177 (4.85)69 (4.55)246 (4.76)
    Education (n [%])<.0001
        <High school457 (12.23)321 (19.81)778 (14.52)
        High school graduate or GED982 (26.27)466 (28.77)1448 (27.03)
        >High school2174 (58.16)674 (41.60)2848 (53.15)
        No response125 (3.34)159 (9.81)284 (5.30)
    Income (per year) (n [%])<.0001
        <$25,0001373 (36.76)686 (42.35)2059 (38.43)
        $25,000–$49,999850 (22.74)321 (19.81)1171 (21.86)
        ≥$50,000995 (26.62)359 (22.16)1354 (25.27)
        No response520 (13.91)254 (15.68)774 (14.45)
    Body mass index (mean [SD])31.09 (8.09)29.98 (7.42)<.000130.76 (7.92)
    Overall unhealthy days (n [%]).4445
        01017 (27.21)228 (28.97)1245 (27.51)
        1–131432 (38.31)284 (36.09)1716 (37.92)
        ≥141289 (34.48)275 (34.94)1564 (34.56)
    Physically unhealthy days (n [%])<.0001
        01586 (42.43)401 (35.64)1987 (40.86)
        1–131384 (37.03)449 (39.91)1833 (37.69)
        ≥14768 (20.55)275 (24.44)1043 (21.45)
    Mentally unhealthy days (n [%]).0999
        01692 (45.26)445 (48.11)1987 (45.83)
        1–131236 (33.07)272 (29.41)1833 (32.34)
        ≥14810 (21.67)208 (22.49)1043 (21.83)
    • Bolded values signify P < 0.05.

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    Table 2.

    The Relationship Between Unhealthy Days and Risk Behaviors: a Multilevel Ordinal Regression Model20 (n = 3738)

    ML EstimateStandard ErrortTest ScorePAdjusted Odds Ratio (95% CI)
    Threshold 2*1.79190.042342.37<.0001
    Intercept0.61370.12454.93<.00011.00 (1.00)
    Patient risk behaviors
        Smoking0.41480.07595.47<.00011.51 (1.30, 1.76)
        Diet Score†‡0.09660.01287.56<.00011.10 (1.07, 1.13)
        Exercise MET minutes‡-0.03750.0102-3.70.00050.96 (0.94, 0.98)
    Patient demographics
        Age‡-0.01050.0022-4.83<.00010.99 (0.99, 0.99)
        Female0.33670.07414.55<.00011.40 (1.21, 1.62)
        African-American§-0.13150.0916-1.44.15590.88 (0.73, 1.05)
        Hispanic§-0.23180.1084-2.14.03630.79 (0.64, 0.98)
        Low income0.58670.07597.73<.00011.80 (1.55, 2.09)
    Practice characteristics
        Registry‖-0.20450.1142-1.79.07820.82 (0.65, 1.02)
        University owned0.43890.14912.94.00451.55 (1.16, 2.08)
        Hospital owned-0.02140.1056-0.20.83970.98 (0.80, 1.20)
        Other0.48490.16972.86.00581.62 (1.16, 2.26)
    • Bolded values signify P < 0.05.

    • * With intercept plus coefficients, model estimates log odds (ML estimate) of having 0 unhealthy days as opposed to 1–30 unhealthy days. The addition of threshold 2 to the log odds estimates log odds of having 0–13 unhealthy days compared to 14–30 unhealthy days.

    • † Ranging 0–14, where 0 is best and 14 is worst diet.

    • ‡ Centered at the mean of the sample.

    • § Compared with non-Hispanic whites.

    • ‖ Compared with private clinician-owned.

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The Journal of the American Board of Family Medicine: 22 (4)
The Journal of the American Board of Family Medicine
Vol. 22, Issue 4
July-August 2009
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Personal Health Behaviors are Associated with Physical and Mental Unhealthy Days: A Prescription for Health (P4H) Practice-based Research Networks Study
Desireé B. Froshaug, L. Miriam Dickinson, Douglas H. Fernald, Larry A. Green
The Journal of the American Board of Family Medicine Jul 2009, 22 (4) 368-374; DOI: 10.3122/jabfm.2009.04.080150

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Personal Health Behaviors are Associated with Physical and Mental Unhealthy Days: A Prescription for Health (P4H) Practice-based Research Networks Study
Desireé B. Froshaug, L. Miriam Dickinson, Douglas H. Fernald, Larry A. Green
The Journal of the American Board of Family Medicine Jul 2009, 22 (4) 368-374; DOI: 10.3122/jabfm.2009.04.080150
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