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Research ArticleOriginal Research

Higher Referrals for Diabetes Education in a Medical Home Model of Care

William T. Manard, Kevin Syberg, Anit Behera, Joanne Salas, F. David Schneider, Eric Armbrecht, Denise Hooks-Anderson, Erica Crannage and Jeffrey Scherrer
The Journal of the American Board of Family Medicine May 2016, 29 (3) 377-384; DOI: https://doi.org/10.3122/jabfm.2016.03.150370
William T. Manard
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
MD
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Kevin Syberg
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
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Anit Behera
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
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Joanne Salas
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
MPH
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F. David Schneider
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
MD
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Eric Armbrecht
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
PhD
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Denise Hooks-Anderson
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
MD
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Erica Crannage
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
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Jeffrey Scherrer
From the Department of Family and Community Medicine, Saint Louis University School of Medicine (WTM, JSa, FDS, DH-A, JSc); the Center for Outcomes Research, Saint Louis University School of Medicine (KS, AB, EA); the Department of Pharmacy Practice, Division of Ambulatory Care, Saint Louis College of Pharmacy, Saint Louis University School of Medicine (EC).
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  • Article
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Article Figures & Data

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    Table 1.

    Attributes of Patients Receiving Primary Health Care Services from a University-Affiliated Medical Home Model versus a Standard Family Medicine Practice (n = 962)

    Overall (N = 962)No medical home (n = 807)Medical home (n = 155)P Value
    Mean age (years), SD55.9 (13.5)56.7 (13.8)52.1 (10.9)<.0001
    Nonwhite race44.3 (426)47.1 (380)29.7 (46)<.0001
    Female sex68.0 (654)68.6 (554)64.5 (100).312
    SES index (based on zip code)
        Lowest232 (24.1)204 (25.3)28 (18.1)
        Lower middle151 (15.7)127 (15.7)24 (15.5).011
        Upper middle260 (27.0)202 (25.0)58 (37.4)
        Highest319 (33.2)274 (34.0)45 (29.0)
    Diabetes diagnosis
        Prediabetes44.1 (424)42.9 (346)50.3 (78).087
        Diabetes55.9 (538)57.1 (461)49.7 (77)
    Referral to dietitian/education15.2 (146)13.5 (109)23.9 (37).001
    HbA1c control
        Controlled51.8 (498)50.2 (405)60.0 (93).081
        Uncontrolled29.5 (284)30.5 (246)24.5 (38)
        Unknown18.7 (180)19.3 (156)15.5 (24)
    HbA1c tested88.5 (851)87.7 (708)92.3 (143).106
    Cholesterol tested82.7 (796)82.2 (663)85.8 (133).271
    Microalbumin tested45.8 (441)45.5 (367)47.7 (74).604
    Patients with high service utilization (top 25%)50.8 (489)48.7 (393)61.9 (96).003
    Chronic diseases
        Vascular disease23.8 (229)25.4 (205)15.5 (24).008
        Hyperlipidemia51.0 (491)50.9 (411)51.6 (80).876
        Hypertension68.4 (658)69.1 (558)64.5 (100).256
        Obesity75.2 (723)73.6 (594)83.2 (129).011
    Smoking status
        Never56.8 (546)56.6 (457)57.4 (89).968
        Past (quit)25.8 (248)25.8 (208)25.8 (40)
        Current17.4 (168)17.6 (142)16.8 (26)
    • Data are % (n) unless otherwise indicated.

    • SD, standard deviation; SES, socioeconomic status.

    • View popup
    Table 2.

    Characteristics of Family Medicine Patients,* by Referral to Diabetes Education (n = 962)

    CharacteristicNo Referral (n = 816)Referral (n = 146)P Value†
    Diabetes diagnosis
        Prediabetes48.5 (396)19.2 (28)<.0001
        Diabetes51.5 (420)80.8 (118)
    Age (years), mean (SD)56.2 (13.8)54.7 (11.9).215
    Nonwhite race41.2 (336)61.6 (90)<.0001
    Female sex67.4 (550)71.2 (104).361
    SES index (based on zip code)
        Lowest192 (23.5)40 (27.4).001
        Lower middle115 (14.1)36 (24.7)
        Upper middle221 (27.1)39 (26.7)
        Highest288 (35.3)31 (21.2)
    Utilization (top 25%)47.9 (391)67.1 (98)<.0001
    Chronic disease
        Hyperlipidemia51.6 (421)47.9 (70).417
        Hypertension66.9 (546)76.7 (112).019
        Vascular Disease24.0 (196)22.6 (33).711
        Obesity72.3 (590)91.1 (133)<.0001
    Testing
        HbA1c87.1 (711)95.9 (140).002
        Cholesterol81.6 (666)89.0 (130).029
        Microalbumin41.3 (337)71.2 (104)<.0001
    HbA1c Control
        Controlled55.4 (452)31.5 (46)
        Uncontrolled25.0 (204)54.8 (80)<.0001
        Unknown19.6 (160)13.7 (20)
    Smoking status
        Never57.1 (466)54.8 (547)
        Past (quit)26.6 (217)21.2 (31).059
        Current16.3 (133)24.0 (35)
    • Data are % (n) unless otherwise indicated.

    • ↵* Patients had at least 2 visits in 2011–2013, were aged 18 to >89 years, and had prediabetes or diabetes.

    • ↵† P <.05 is significant.

    • SD, standard deviation; SES, socioeconomic status.

    • View popup
    Table 3.

    Logistic Regression Models of the Association of Medical Home Status and Referral to Diabetes Education among Family Medicine Patients* (n = 962)

    VariableModel 1 (Crude)Model 2 (Adjusted)
    Medical home2.01 (1.32–3.06)2.70 (1.68–4.33)
    Diabetes diagnosis
        Prediabetes1.00
        Diabetes2.17 (1.27–3.70)
    Nonwhite race2.20 (1.41–3.42)
    SES index (based on zip code)
        Lowest1.00
        Lower middle1.69 (0.98–2.93)
        Upper middle1.07 (0.62–1.84)
        Highest0.94 (0.52–1.69)
    High clinic utilization1.87 (1.25–2.80)
    Vascular disease0.79 (0.50–1.26)
    HbA1c control
        Controlled1.00
        Uncontrolled2.51 (1.54–4.09)
        Unknown1.29 (0.72–2.31)
    • Data are odds ratio (95% confidence interval).

    • ↵* Patients had at least 2 visits in 2011–2013, were aged 18 to >80 years, and had prediabetes or diabetes.

    • SES, socioeconomic status.

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The Journal of the American Board of Family     Medicine: 29 (3)
The Journal of the American Board of Family Medicine
Vol. 29, Issue 3
May-June 2016
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Higher Referrals for Diabetes Education in a Medical Home Model of Care
William T. Manard, Kevin Syberg, Anit Behera, Joanne Salas, F. David Schneider, Eric Armbrecht, Denise Hooks-Anderson, Erica Crannage, Jeffrey Scherrer
The Journal of the American Board of Family Medicine May 2016, 29 (3) 377-384; DOI: 10.3122/jabfm.2016.03.150370

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Higher Referrals for Diabetes Education in a Medical Home Model of Care
William T. Manard, Kevin Syberg, Anit Behera, Joanne Salas, F. David Schneider, Eric Armbrecht, Denise Hooks-Anderson, Erica Crannage, Jeffrey Scherrer
The Journal of the American Board of Family Medicine May 2016, 29 (3) 377-384; DOI: 10.3122/jabfm.2016.03.150370
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