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Research ArticleOriginal Research

Interpersonal Primary Care Continuity for Chronic Conditions Is Associated with Fewer Hospitalizations and Emergency Department Visits Among Medicaid Enrollees

Anne H. Gaglioti, Chaohua Li, Peter T. Baltrus, Zhaowei She, Megan D. Douglas, Miranda A. Moore, Arthi Rao, Lilly Cheng Immergluck, Turgay Ayer, Andrew Bazemore, George Rust and Dominic H. Mack
The Journal of the American Board of Family Medicine April 2023, 36 (2) 303-312; DOI: https://doi.org/10.3122/jabfm.2022.220015R1
Anne H. Gaglioti
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
MD, MS
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Chaohua Li
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
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Peter T. Baltrus
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
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Zhaowei She
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
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Megan D. Douglas
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
JD
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Miranda A. Moore
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
PhD
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Arthi Rao
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
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Lilly Cheng Immergluck
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
MD, MS
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Turgay Ayer
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
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Andrew Bazemore
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
MD, MPH
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George Rust
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
MD, MPH
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Dominic H. Mack
From the National Center for Primary Care, Morehouse School of Medicine, Atlanta, GA (AHG, CL, PTB, MDD, DHM); Center for Community Health Integration and Population Health Research Institute, Case Western Reserve University, Cleveland, OH (AHG); Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA (PTB, MDD); Lee Kong Chian School of Business, Singapore Management University, Singapore (ZS); Department of Family and Preventive Medicine, Emory University, Atlanta, GA (MAM); Center for Quality Growth and Regional Development, Georgia Institute of Technology, Atlanta, GA (AR); Department of Microbiology/Biochemistry/Immunology and Clinical Research Center, Morehouse School of Medicine, Atlanta, GA (LCI); H. Milton Steward School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA (TA); The Center for Professionalism and Value, American Board of Family Medicine, Washington, DC (AB); Center for Medicine and Public Health, Florida State University College of Medicine, Tallahassee, FL (GR).
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Article Figures & Data

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    Table 1.

    Description of Medicaid Beneficiaries with Chronic Ambulatory Care Sensitive Conditions (CACSC) with and without Interpersonal Primary Care Continuity/Chronic Condition Continuity (CCC) in 26 States in 2009 (n = 2,674,587)

    VariableCCC
    Yes (n = 971,733)No (n = 1,702,854)
    Mean (sd)/n (%)Mean (sd)/n (%)P value
    Age (years)<0.0001
     18 to 2978,892 (8.1)242,808 (14.2)
     30 to 39125,378 (12.9)263,895 (15.5)
     40 to 49236,775 (24.4)407,958 (24.0)
     50 to 64530,688 (54.6)788,193 (46.3)
    Sex<0.0001
     Female588,896 (60.6)1,059,783 (62.2)
     Male382,837 (39.4)643,071 (37.8)
    Race<0.0001
     Non-Hispanic White427,790 (44.0)759,212 (44.6)
     Non-Hispanic Black266,947 (27.5)493,267 (29.0)
     Hispanic119,292 (12.3)189,256 (11.1)
     Other157,704 (16.2)261,119 (15.3)
    Elixhauser Comorbidity Index (0 to 31)<0.0001
     01,646 (0.2)14,773 (0.9)
     1, 2604,729 (62.2)1,035,786 (60.8)
     3, 4248,486 (25.6)407,570 (23.9)
     ≥5116,872 (12.0)244,725 (14.4)
    ED visit<0.0001
     Yes408,831 (42.1)887,794 (52.1)
     No562,902 (57.9)815,060 (47.9)
    Hospitalization<0.0001
     Yes163,492 (16.8)594,741 (34.9)
     No808,241 (83.2)1,108,113 (65.1)
    Rurality of residence<0.0001
     Large metro500,523 (51.5)936,361 (55.0)
     Small metro271,649 (28.0)470,034 (27.6)
     Rural199,561 (20.5)296,459 (17.4)
    Number of ACS conditions1.6 (1.2)1.6 (1.4)<0.0001
    Counties represented1,7951,805NA
    • Notes: P values were calculated using chi-square tests for categorical variables and t test for continuous variables. Other races include Asian, American Indian, Alaska Native, Pacific Islander, multiple races, or unknown.

    • Abbreviations: ACS, Acute Coronary Syndrome; CACSC, chronic ambulatory care sensitive conditions; CCC, chronic condition continuity; ED, emergency department; SD, standard deviation.

    • View popup
    Table 2.

    Association of Chronic Condition Continuity (CCC) Status on Emergency Department (ED) Visit (Yes/No) among Medicaid Beneficiaries with Chronic Ambulatory Care Sensitive Conditions (CACSC) in 2009 in 26 States Using Multivariable Logistic Regression

    VariableaOR (95% CI)P value
    CCC status
     Yes0.717 (0.714, 0.721)<0.0001
     NoRef
    Age (years)
     18 to 29Ref
     30 to 390.764 (0.757, 0.772)<0.0001
     40 to 490.573 (0.568, 0.578)<0.0001
     50 to 640.396 (0.392, 0.399)<0.0001
    Sex
     Female1.268 (1.262, 1.275)<0.0001
     MaleRef
    Race
     Non-Hispanic WhiteRef
     Non-Hispanic Black1.159 (1.152, 1.166)<0.0001
     Hispanic0.794 (0.787, 0.801)<0.0001
     Other0.795 (0.789, 0.802)<0.0001
    Elixhauser Comorbidity Index (0 to 31)
     0Ref
     1, 20.454 (0.439, 0.469)<0.0001
     3, 40.970 (0.939, 1.003)0.075
     ≥52.591 (2.505, 2.679)<0.0001
    Rurality of residence
     Large metro0.906 (0.900, 0.913)<0.0001
     Small metro0.977 (0.970, 0.984)<0.0001
     RuralRef
    • Notes: Other races include Asian, American Indian, Alaska Native, Pacific Islander, multiple races, or unknown.

    • Abbreviations: aOR, adjusted odds ratio; CACSC, chronic ambulatory care sensitive conditions; CCC, chronic condition continuity; CI, confidence interval.

    • View popup
    Table 3.

    Association of Chronic Condition Continuity Status (CCC) on Hospitalization (Yes/No) Among Medicaid Beneficiaries with Chronic Ambulatory Care Sensitive Conditions in 2009 in 26 States Using a Multivariable Logistic Regression Model

    VariableaOR (95% CI)P value
    CCC status
     Yes0.330 (0.327, 0.332)<0.0001
     NoRef
    Age (years)
     18 to 29Ref
     30 to 390.603 (0.596, 0.609)<0.0001
     40 to 490.461 (0.456, 0.466)<0.0001
     50 to 640.409 (0.405, 0.413)<0.0001
    Sex
     Female1.090 (1.083, 1.097)0.004
     MaleRef
    Race
     Non-Hispanic WhiteRef
     Non-Hispanic Black0.972 (0.965, 0.980)<0.0001
     Hispanic0.974 (0.964, 0.984)0.001
     Other0.975 (0.966, 0.984)<0.0001
    Elixhauser Comorbidity Index (0 to 31)
     0Ref
     1, 22.872 (2.716, 3.037)<0.0001
     3, 412.987 (12.279, 13.376)<0.0001
     ≥556.346 (53.257, 59.614)<0.0001
    Rurality of residence
     Large metro1.227 (1.216, 1.237)<0.0001
     Small metro0.993 (0.983, 1.002)0.127
     RuralRef
    • Notes: Other races include Asian, American Indian, Alaska Native, Pacific Islander, multiple races, or unknown.

    • Abbreviations: aOR, adjusted odds ratio; CCC, chronic condition continuity; CI, confidence interval.

    • View popup
    Appendix 1.

    ICD-9-CM Codes for Chronic Ambulatory Care Sensitive Conditions

    ConditionICD-9-CM codes
    Convulsions345, 780.3
    Chronic Obstructive Pulmonary Disease491, 492, 494, 496
    Asthma493
    Congestive Heart Failure428, 402.01, 402.11, 402.91, 518.4
    Hypertension401.0, 401.9, 402.00, 402.10, 402.90
    Angina411.1, 411.8, 413
    Diabetes250.1, 250.2, 250.3, 250.8, 250.9, 250.0
    Hypoglycemia251.2
    • Abbreviation: ICD-9-CM, International Classification of Diseases, Ninth Revision, Clinical Modification.

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The Journal of the American Board of Family     Medicine: 36 (2)
The Journal of the American Board of Family Medicine
Vol. 36, Issue 2
March/April 2023
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Interpersonal Primary Care Continuity for Chronic Conditions Is Associated with Fewer Hospitalizations and Emergency Department Visits Among Medicaid Enrollees
Anne H. Gaglioti, Chaohua Li, Peter T. Baltrus, Zhaowei She, Megan D. Douglas, Miranda A. Moore, Arthi Rao, Lilly Cheng Immergluck, Turgay Ayer, Andrew Bazemore, George Rust, Dominic H. Mack
The Journal of the American Board of Family Medicine Apr 2023, 36 (2) 303-312; DOI: 10.3122/jabfm.2022.220015R1

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Interpersonal Primary Care Continuity for Chronic Conditions Is Associated with Fewer Hospitalizations and Emergency Department Visits Among Medicaid Enrollees
Anne H. Gaglioti, Chaohua Li, Peter T. Baltrus, Zhaowei She, Megan D. Douglas, Miranda A. Moore, Arthi Rao, Lilly Cheng Immergluck, Turgay Ayer, Andrew Bazemore, George Rust, Dominic H. Mack
The Journal of the American Board of Family Medicine Apr 2023, 36 (2) 303-312; DOI: 10.3122/jabfm.2022.220015R1
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