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Research ArticleOriginal Research

Use of Chronic Care Model Elements Is Associated With Higher-Quality Care for Diabetes

Paul A. Nutting, W. Perry Dickinson, L. Miriam Dickinson, Candace C. Nelson, Diane K. King, Benjamin F. Crabtree and Russell E. Glasgow
The Annals of Family Medicine January 2007, 5 (1) 14-20; DOI: https://doi.org/10.1370/afm.610
Paul A. Nutting
MD, MSPH
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W. Perry Dickinson
MD
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L. Miriam Dickinson
PhD
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Candace C. Nelson
MA
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Diane K. King
MS, OTR
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Benjamin F. Crabtree
PhD
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Russell E. Glasgow
PhD
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Article Figures & Data

Tables

  • Additional Files
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    Table 1.

    Clinician Scores on the Use of Chronic Care Model Elements Survey

    Survey ItemChronic Care Model Element AddressedScore Mean (SD)
    Note: Ninety primary care clinicians provided self-reported information for 9 survey items inquiring about use of selected Chronic Care Model elements. The stem question asked, “How often do you currently use the following approaches to improving care for patients with diabetes?” Response options were never = 1, rarely = 2, occasionally = 3, usually = 4, and always = 5.
    a. Use a registry to identify and/or track care of your patientsClinical information systems2.53 (1.33)
    b. Use a tracking system to remind patients about needed visits or servicesClinical information systems3.60 (0.93)
    c. Follow up patients between visits by telephone (you or staff)Practice design3.11 (0.74)
    d. Use published practice guidelines as the basis for your managementDecision support4.02 (0.80)
    e. Involve office staff in identifying and reminding patients in need of follow-up or other servicesPractice design3.65 (0.99)
    f. Assist patients in setting and attaining self-management goalsSelf-management support3.74 (0.87)
    g. Refer patients to someone within your practice for education about their diabetesSelf-management support2.85 (1.41)
    h. Refer patients to someone outside your practice for education about their diabetesDecision support3.15 (1.02)
    i. Use flow sheets to track critical elements of careDecision support3.51 (1.25)
    • View popup
    Table 2.

    Multivariate, Multilevel Regression Model Showing Association of Clinician Use of Chronic Care Model Elements and 2 Measures of Process of Diabetes Care

    ParameterParameter Estimate*SEP Value
    PHQ-9 = 9-item Patient Health Questionnaire; CCM = Chronic Care Model.
    * The parameter estimates indicate the strength of the association in each model. Each unit difference in clinician-reported frequency of CCM use (eg, from “rarely” to “occasionally”) is associated with a change in the dependent variable (behavioral care composite score or clinical care composite score) equal to the parameter estimate.
    † Covariates included patient age, race/ethnicity, and severity of depressive symptoms (PHQ-9 score).
    ‡ Covariates included patient age and race/ethnicity.
    Behavioral care composite score†
    Intercept1.70380.2891<.001
    Patient age−0.00540.0029.07
    Patient race/ethnicity: white (vs nonwhite)0.14830.0927.11
    Patient PHQ-9 (depression) score−0.01300.0074.08
    Clinician score for use of CCM0.21050.0595.001
    Clinical care composite score‡
    Intercept2.82140.3672<.001
    Patient age0.00660.0031.03
    Patient race/ethnicity: white (vs nonwhite)0.14180.0958.14
    Clinician score for use of CCM0.15920.0868.07
    • View popup
    Table 3.

    Multivariate, Multilevel Regression Model Showing Association of Clinician Use of Chronic Care Model Elements and 2 Measures of Diabetes Care Intermediate Outcomes

    ParameterParameter Estimate*SEP Value
    CCM = Chronic Care Model; HDL = high-density lipoprotein.
    * The parameter estimates indicate the strength of the association in each model. Each unit difference in clinician-reported frequency of CCM use (eg, from “rarely” to “occasionally”) is associated with a change in the dependent variable (hemoglobin A1c value or lipid ratio) equal to the parameter estimate.
    † Analyzed as a continuous variable. Covariates included patient age, patient race/ethnicity, clinician sex, and clinician specialty.
    ‡ Analyzed as a continuous variable. Covariates included patient age and marital status.
    Hemoglobin A1c value†
    Intercept9.31180.5709<.001
    Patient age−0.00820.0041.049
    Patient race/ethnicity: white (vs nonwhite)−0.59900.1290<.001
    Clinician sex: female−0.33710.1318.01
    Clinician specialty
        Physician’s assistant−0.61520.4299.16
        Nurse-practitioner0.80650.2556.003
        General internal medicine0.19010.1263.14
        Family physician (reference)–––
    Clinician score for use of CCM−0.30130.0879.002
    Lipid ratio (total cholesterol:HDL-cholesterol)‡
    Intercept5.85410.3414<.001
    Patient age−0.01480.0035<.001
    Patient marital status: married0.15890.0967.10
    Clinician score for use of CCM−0.16630.0690.02

Additional Files

  • Tables
  • The Article in Brief

    Use of Chronic Care Model Elements is Associated With Higher Quality Care for Diabetes

    Paul A. Nutting, MD, MSPH , and colleagues

    Background The Chronic Care Model is a comprehensive approach to caring for people with chronic diseases. This report explores whether there is a relationship between certain elements of the Chronic Care Model and the care of diabetes patients. The study included 90 clinicians (doctors, nurse-practitioners, and physician's assistants) and 886 patients.

    What This Study Found Clinicians� use of certain elements of the chronic care model, such as systems of tracking and following up with diabetes patients, was related to lower hemoglobin A1c (a measure of overall diabetes control) and lower cholesterol levels in diabetes patients, two indicators of good diabetes management.

    Implications

    • There is growing evidence that elements of the Chronic Care Model improve the care of patients with chronic disease in primary care settings.
    • Clinicians in small, independent primary care practices are able to incorporate aspects of the Chronic Care Model into their practice style, often without making major changes in their practice, and this is related to higher levels of diabetes care and better health of diabetes patients.
    • Small primary care practices might consider more ambitious efforts to change the ways in which they care for patients with chronic illnesses.
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The Annals of Family Medicine: 5 (1)
The Annals of Family Medicine: 5 (1)
Vol. 5, Issue 1
1 Jan 2007
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Use of Chronic Care Model Elements Is Associated With Higher-Quality Care for Diabetes
Paul A. Nutting, W. Perry Dickinson, L. Miriam Dickinson, Candace C. Nelson, Diane K. King, Benjamin F. Crabtree, Russell E. Glasgow
The Annals of Family Medicine Jan 2007, 5 (1) 14-20; DOI: 10.1370/afm.610

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Use of Chronic Care Model Elements Is Associated With Higher-Quality Care for Diabetes
Paul A. Nutting, W. Perry Dickinson, L. Miriam Dickinson, Candace C. Nelson, Diane K. King, Benjamin F. Crabtree, Russell E. Glasgow
The Annals of Family Medicine Jan 2007, 5 (1) 14-20; DOI: 10.1370/afm.610
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