Skip to main content
Top
Published in: BMC Primary Care 1/2014

Open Access 01-12-2014 | Research article

Alignment of patient and primary care practice member perspectives of chronic illness care: a cross-sectional analysis

Authors: Polly H Noël, Michael L Parchman, Ray F Palmer, Raquel L Romero, Luci K Leykum, Holly J Lanham, John E Zeber, Krista W Bowers

Published in: BMC Primary Care | Issue 1/2014

Login to get access

Abstract

Background

Little is known as to whether primary care teams’ perceptions of how well they have implemented the Chronic Care Model (CCM) corresponds with their patients’ own experience of chronic illness care. We examined the extent to which practice members’ perceptions of how well they organized to deliver care consistent with the CCM were associated with their patients’ perceptions of the chronic illness care they have received.

Methods

Analysis of baseline measures from a cluster randomized controlled trial testing a practice facilitation intervention to implement the CCM in small, community-based primary care practices. All practice “members” (i.e., physician providers, non-physician providers, and staff) completed the Assessment of Chronic Illness Care (ACIC) survey and adult patients with 1 or more chronic illnesses completed the Patient Assessment of Chronic Illness Care (PACIC) questionnaire.

Results

Two sets of hierarchical linear regression models accounting for nesting of practice members (N = 283) and patients (N = 1,769) within 39 practices assessed the association between practice member perspectives of CCM implementation (ACIC scores) and patients’ perspectives of CCM (PACIC). ACIC summary score was not significantly associated with PACIC summary score or most of PACIC subscale scores, but four of the ACIC subscales [Self-management Support (p < 0.05); Community Linkages (p < 0.02), Delivery System Design (p < 0.02), and Organizational Support (p < 0.02)] were consistently associated with PACIC summary score and the majority of PACIC subscale scores after controlling for patient characteristics. The magnitude of the coefficients, however, indicates that the level of association is weak.

Conclusions

The ACIC and PACIC scales appear to provide complementary and relatively unique assessments of how well clinical services are aligned with the CCM. Our findings underscore the importance of assessing both patient and practice member perspectives when evaluating quality of chronic illness care.

Trial registration

Literature
1.
go back to reference Coleman K, Austin BT, Brach C, Wagner EH: Evidence on the chronic care model in the new millennium. Health Aff. 2009, 28: 75-85. 10.1377/hlthaff.28.1.75.CrossRef Coleman K, Austin BT, Brach C, Wagner EH: Evidence on the chronic care model in the new millennium. Health Aff. 2009, 28: 75-85. 10.1377/hlthaff.28.1.75.CrossRef
3.
go back to reference Bonomi AE, Wagner EH, Glasgow RE, VonKorff M: Assessment of chronic illness care (ACIC): a practical tool to measure quality practice. Health Serv Res. 2002, 37: 791-820. 10.1111/1475-6773.00049.CrossRefPubMedPubMedCentral Bonomi AE, Wagner EH, Glasgow RE, VonKorff M: Assessment of chronic illness care (ACIC): a practical tool to measure quality practice. Health Serv Res. 2002, 37: 791-820. 10.1111/1475-6773.00049.CrossRefPubMedPubMedCentral
4.
go back to reference Parchman ML, Zeber JE, Romero RR, Pugh JA: Risk of coronary artery disease in type 2 diabetes and the delivery of care consistent with the chronic care model in primary care settings: a STARNet study. Med Care. 2007, 45 (12): 1129-1134. 10.1097/MLR.0b013e318148431e.CrossRefPubMed Parchman ML, Zeber JE, Romero RR, Pugh JA: Risk of coronary artery disease in type 2 diabetes and the delivery of care consistent with the chronic care model in primary care settings: a STARNet study. Med Care. 2007, 45 (12): 1129-1134. 10.1097/MLR.0b013e318148431e.CrossRefPubMed
5.
go back to reference Parchman ML, Pugh JA, Wang CP, Romero RL: Glucose control, self-care behaviors, and the presence of the chronic care model in primary care clinics. Diabetes Care. 2007, 30 (11): 2849-2854. 10.2337/dc06-2516.CrossRefPubMed Parchman ML, Pugh JA, Wang CP, Romero RL: Glucose control, self-care behaviors, and the presence of the chronic care model in primary care clinics. Diabetes Care. 2007, 30 (11): 2849-2854. 10.2337/dc06-2516.CrossRefPubMed
6.
go back to reference Wagner EH, Austin BT, Davis C, Hindmarsh M, Schaefer J, Bonomi A: Improving chronic illness care: translating evidence into action. Health Aff. 2001, 20: 64-78. 10.1377/hlthaff.20.6.64.CrossRef Wagner EH, Austin BT, Davis C, Hindmarsh M, Schaefer J, Bonomi A: Improving chronic illness care: translating evidence into action. Health Aff. 2001, 20: 64-78. 10.1377/hlthaff.20.6.64.CrossRef
7.
go back to reference Parchman ML, Noël PH, Culler SD, Lanham HJ, Leykum LK, Romero RL, Palmer RF: A randomized trial of practice facilitation to improve the delivery of chronic illness care in primary care: initial and sustained effects. Implementation Sci. 2013, 8: 93-10.1186/1748-5908-8-93. Epub ahead of printCrossRef Parchman ML, Noël PH, Culler SD, Lanham HJ, Leykum LK, Romero RL, Palmer RF: A randomized trial of practice facilitation to improve the delivery of chronic illness care in primary care: initial and sustained effects. Implementation Sci. 2013, 8: 93-10.1186/1748-5908-8-93. Epub ahead of printCrossRef
8.
go back to reference Glasgow RE, Wagner EH, Schaefer J, Mahoney LD, Reid RJ, Greene SM: Development and validation of the Patient Assessment of Chronic Illness Care (PACIC). Med Care. 2005, 43 (5): 436-444. 10.1097/01.mlr.0000160375.47920.8c.CrossRefPubMed Glasgow RE, Wagner EH, Schaefer J, Mahoney LD, Reid RJ, Greene SM: Development and validation of the Patient Assessment of Chronic Illness Care (PACIC). Med Care. 2005, 43 (5): 436-444. 10.1097/01.mlr.0000160375.47920.8c.CrossRefPubMed
9.
go back to reference Glasgow RE, Whitesides H, Nelson CC, King DK: Use of the Patient Assessment of Chronic Illness Care (PACIC) with diabetic patients: Relationship to patient characteristics, receipt of care, and self-management. Diabetes Care. 2005, 28 (11): 2655-2661. 10.2337/diacare.28.11.2655.CrossRefPubMed Glasgow RE, Whitesides H, Nelson CC, King DK: Use of the Patient Assessment of Chronic Illness Care (PACIC) with diabetic patients: Relationship to patient characteristics, receipt of care, and self-management. Diabetes Care. 2005, 28 (11): 2655-2661. 10.2337/diacare.28.11.2655.CrossRefPubMed
10.
go back to reference Manary MP, Boulding W, Staelin R, Glickman SW: The patient experience and health outcomes. N Engl J Med. 2013, 368: 201-203. 10.1056/NEJMp1211775.CrossRefPubMed Manary MP, Boulding W, Staelin R, Glickman SW: The patient experience and health outcomes. N Engl J Med. 2013, 368: 201-203. 10.1056/NEJMp1211775.CrossRefPubMed
11.
go back to reference Jha AK, Orav EJ, Zheng J, Epstein AM: Patients’ perception of hospital care in the United States. N Engl J Med. 2008, 359: 1921-1931. 10.1056/NEJMsa0804116.CrossRefPubMed Jha AK, Orav EJ, Zheng J, Epstein AM: Patients’ perception of hospital care in the United States. N Engl J Med. 2008, 359: 1921-1931. 10.1056/NEJMsa0804116.CrossRefPubMed
12.
go back to reference Boulding W, Glickman SW, Manary MP, Schulman KA, Staelin R: Relationship between patient satisfaction with inpatient care and hospital readmission within 30 days. Am J Manag Care. 2011, 17: 41-48.PubMed Boulding W, Glickman SW, Manary MP, Schulman KA, Staelin R: Relationship between patient satisfaction with inpatient care and hospital readmission within 30 days. Am J Manag Care. 2011, 17: 41-48.PubMed
13.
go back to reference Glickman SW, Boulding W, Manary M, Staelin R, Roe MT, Wolosin RJ, Ohman EM, Peterson ED, Schulman KA: Patient satisfaction and its relationship with clinical quality and inpatient mortality in acute myocardial infarction. Circ Cardiovasc Qual Outcomes. 2010, 3: 188-195. 10.1161/CIRCOUTCOMES.109.900597.CrossRefPubMed Glickman SW, Boulding W, Manary M, Staelin R, Roe MT, Wolosin RJ, Ohman EM, Peterson ED, Schulman KA: Patient satisfaction and its relationship with clinical quality and inpatient mortality in acute myocardial infarction. Circ Cardiovasc Qual Outcomes. 2010, 3: 188-195. 10.1161/CIRCOUTCOMES.109.900597.CrossRefPubMed
14.
go back to reference Parchman ML, Pugh JA, Culler SD, Noël PH, Arar NH, Romero RL, Palmer RF: A group randomized trial of a complexity-based organizational intervention to improve risk factors for diabetes complications in primary care. Implementation Sci. 2008, 3: 15-10.1186/1748-5908-3-15.CrossRef Parchman ML, Pugh JA, Culler SD, Noël PH, Arar NH, Romero RL, Palmer RF: A group randomized trial of a complexity-based organizational intervention to improve risk factors for diabetes complications in primary care. Implementation Sci. 2008, 3: 15-10.1186/1748-5908-3-15.CrossRef
16.
go back to reference Crabtree BF, Miller WL, Stage KC: Understanding practice from the ground up. J Fam Pract. 2001, 50 (10): 881-887.PubMed Crabtree BF, Miller WL, Stage KC: Understanding practice from the ground up. J Fam Pract. 2001, 50 (10): 881-887.PubMed
17.
go back to reference Goodwin MA, Zyzanski SJ, Zronek S, Ruhe M, Weyer SM, Konrad N, Esola D, Stange KC: A clinical trial of tailored office systems for preventive service delivery: The Study to Enhance Prevention by Understanding Practice (STEP-UP). Am J Prev Med. 2001, 21 (1): 20-28. 10.1016/S0749-3797(01)00310-5.CrossRefPubMed Goodwin MA, Zyzanski SJ, Zronek S, Ruhe M, Weyer SM, Konrad N, Esola D, Stange KC: A clinical trial of tailored office systems for preventive service delivery: The Study to Enhance Prevention by Understanding Practice (STEP-UP). Am J Prev Med. 2001, 21 (1): 20-28. 10.1016/S0749-3797(01)00310-5.CrossRefPubMed
18.
go back to reference Carpiano RM, Flocke SA, Frank SH, Stange KC: Tools, teamwork, and tenacity: An examination of family practice office system influences on preventive service delivery. Prev Med. 2003, 36: 131-140. 10.1016/S0091-7435(02)00024-5.CrossRefPubMed Carpiano RM, Flocke SA, Frank SH, Stange KC: Tools, teamwork, and tenacity: An examination of family practice office system influences on preventive service delivery. Prev Med. 2003, 36: 131-140. 10.1016/S0091-7435(02)00024-5.CrossRefPubMed
19.
go back to reference Ware JE, Sherbourne CD: The MOS 36-item short-form health survey (SF-36). I Conceptual framework and item selection. Med Care. 1992, 30: 473-483. 10.1097/00005650-199206000-00002.CrossRefPubMed Ware JE, Sherbourne CD: The MOS 36-item short-form health survey (SF-36). I Conceptual framework and item selection. Med Care. 1992, 30: 473-483. 10.1097/00005650-199206000-00002.CrossRefPubMed
20.
go back to reference McDowell I: Measuring health: A guide to rating scales and questionnaires. 2006, New York: Oxford University Press, 3CrossRef McDowell I: Measuring health: A guide to rating scales and questionnaires. 2006, New York: Oxford University Press, 3CrossRef
21.
go back to reference Rubin DB: Multiple imputation for nonresponse on survey. 1987, New York: Wiley & SonsCrossRef Rubin DB: Multiple imputation for nonresponse on survey. 1987, New York: Wiley & SonsCrossRef
22.
go back to reference Van Ginkle JR, Van der Ark LA, Sijtsma K: Multiple imputation of item scores in test and questionnaire data, and influence on psychometric results. Multivar Behav Res. 2007, 42 (2): 387-414. 10.1080/00273170701360803.CrossRef Van Ginkle JR, Van der Ark LA, Sijtsma K: Multiple imputation of item scores in test and questionnaire data, and influence on psychometric results. Multivar Behav Res. 2007, 42 (2): 387-414. 10.1080/00273170701360803.CrossRef
23.
go back to reference Barcikowski RS: Statistical power with group mean as the unit of analysis. J Educ Stat. 1981, 6 (3): 267-285.CrossRef Barcikowski RS: Statistical power with group mean as the unit of analysis. J Educ Stat. 1981, 6 (3): 267-285.CrossRef
24.
go back to reference Noël PH, Lanham HJ, Palmer RF, Leykum LK, Parchman ML: The importance of relational coordination and reciprocal learning for chronic illness care within primary care teams. Health Care Manage Rev. 2013, 38 (1): 20-28. 10.1097/HMR.0b013e3182497262.CrossRefPubMedPubMedCentral Noël PH, Lanham HJ, Palmer RF, Leykum LK, Parchman ML: The importance of relational coordination and reciprocal learning for chronic illness care within primary care teams. Health Care Manage Rev. 2013, 38 (1): 20-28. 10.1097/HMR.0b013e3182497262.CrossRefPubMedPubMedCentral
25.
go back to reference Rasbash J, Charlton C, Browne WJ, Healy M, Cameron B: MLwiN. Version 2.02. Centre for Multilevel Modelling, University of Bristol. 2005 Rasbash J, Charlton C, Browne WJ, Healy M, Cameron B: MLwiN. Version 2.02. Centre for Multilevel Modelling, University of Bristol. 2005
26.
go back to reference Porterfield DS, Hinnatt LW, Kane H, Home J, McAleer K, Roussel A: Linkages between clinical practices and community organizations for prevention: A literature review and environmental scan. Am J Prev Med. 2012, 42 (6S2): S163-S171.CrossRefPubMed Porterfield DS, Hinnatt LW, Kane H, Home J, McAleer K, Roussel A: Linkages between clinical practices and community organizations for prevention: A literature review and environmental scan. Am J Prev Med. 2012, 42 (6S2): S163-S171.CrossRefPubMed
27.
go back to reference Koo D, Felix K, Dankwa-Mullan I, Miller T, Waalen J: A call to action on primary care and public health integration. Am J Prev Med. 2012, 42 (6S2): S89-S91.CrossRefPubMed Koo D, Felix K, Dankwa-Mullan I, Miller T, Waalen J: A call to action on primary care and public health integration. Am J Prev Med. 2012, 42 (6S2): S89-S91.CrossRefPubMed
28.
go back to reference Parchman M, Kaissi AA: Are elements of the chronic care model associated with cardiovascular risk factor control in type 2 diabetes?. Jt Comm J Qual Patient Saf. 2009, 35 (3): 133-138.PubMed Parchman M, Kaissi AA: Are elements of the chronic care model associated with cardiovascular risk factor control in type 2 diabetes?. Jt Comm J Qual Patient Saf. 2009, 35 (3): 133-138.PubMed
29.
go back to reference Cramm JM, Nieboer A: Disease-management partnership functioning, synergy and effectiveness in delivering chronic-illness care. Int J Qual Health Care. 2012, 24 (3): 279-285. 10.1093/intqhc/mzs004.CrossRefPubMed Cramm JM, Nieboer A: Disease-management partnership functioning, synergy and effectiveness in delivering chronic-illness care. Int J Qual Health Care. 2012, 24 (3): 279-285. 10.1093/intqhc/mzs004.CrossRefPubMed
30.
go back to reference Solberg LI, Crain AL, Speri-Hillen JM, Hroscikoski MC, Engebretson KI, O’Connor PJ: Care quality and implementation of the chronic care model: a quantitative study. Ann Fam Med. 2006, 4 (4): 310-316. 10.1370/afm.571.CrossRefPubMedPubMedCentral Solberg LI, Crain AL, Speri-Hillen JM, Hroscikoski MC, Engebretson KI, O’Connor PJ: Care quality and implementation of the chronic care model: a quantitative study. Ann Fam Med. 2006, 4 (4): 310-316. 10.1370/afm.571.CrossRefPubMedPubMedCentral
31.
go back to reference Pearson ML, Wu S, Schaefer J, Bonomi AE, Shortell SM, Mendel PJ, Marsteller JA, Louis TA, Rosen M, Keeler EB: Assessing the implementation of the chronic care model in quality improvement collaboratives. Health Ser Res. 2005, 37: 791-820. Pearson ML, Wu S, Schaefer J, Bonomi AE, Shortell SM, Mendel PJ, Marsteller JA, Louis TA, Rosen M, Keeler EB: Assessing the implementation of the chronic care model in quality improvement collaboratives. Health Ser Res. 2005, 37: 791-820.
32.
go back to reference Kaissi AA, Parchman M: Organizational factors associated with self-management behaviors in diabetes primary care clinics. Diabetes Educ. 2009, 35 (5): 843-850. 10.1177/0145721709342901.CrossRefPubMed Kaissi AA, Parchman M: Organizational factors associated with self-management behaviors in diabetes primary care clinics. Diabetes Educ. 2009, 35 (5): 843-850. 10.1177/0145721709342901.CrossRefPubMed
33.
go back to reference Spicer J, Budge C, Carryer J: Taking the PACIC back to basics: the structure of the Patient Assessment of Chronic Illness Care. J Eval Clin Pract. 2010, 18 (2): 307-312.CrossRefPubMed Spicer J, Budge C, Carryer J: Taking the PACIC back to basics: the structure of the Patient Assessment of Chronic Illness Care. J Eval Clin Pract. 2010, 18 (2): 307-312.CrossRefPubMed
34.
go back to reference Harris MF, Jayasinghe UW, Taggart JR, Christi B, Proudfoot JG, Crookes PA, Beilby JJ, Davies GP: Multidisciplinary team care arrangements in the management of patients with chronic disease in Australian general practice. Med J Aust. 2001, 194 (4): 236-239. Harris MF, Jayasinghe UW, Taggart JR, Christi B, Proudfoot JG, Crookes PA, Beilby JJ, Davies GP: Multidisciplinary team care arrangements in the management of patients with chronic disease in Australian general practice. Med J Aust. 2001, 194 (4): 236-239.
35.
go back to reference Boyd CM, Reider L, Frey K, Scharfstein D, Leff B, Wolff J, Groves C, Karm L, Wegener S, Marsteller J, Boult C: The effects of guided care on the perceived quality of health care for multi-morbid older persons: 18-month outcomes from a cluster-randomized controlled trial. J Gen Intern Med. 2010, 25 (3): 235-242. 10.1007/s11606-009-1192-5.CrossRefPubMed Boyd CM, Reider L, Frey K, Scharfstein D, Leff B, Wolff J, Groves C, Karm L, Wegener S, Marsteller J, Boult C: The effects of guided care on the perceived quality of health care for multi-morbid older persons: 18-month outcomes from a cluster-randomized controlled trial. J Gen Intern Med. 2010, 25 (3): 235-242. 10.1007/s11606-009-1192-5.CrossRefPubMed
36.
go back to reference Schillinger D, Handley M, Wang F, Hammer H: Effects of self-management support on structure, process, and outcomes among vulnerable patients with diabetes: a three-arm practical clinical trial. Diabetes Care. 2009, 32 (4): 559-566. 10.2337/dc08-0787.CrossRefPubMedPubMedCentral Schillinger D, Handley M, Wang F, Hammer H: Effects of self-management support on structure, process, and outcomes among vulnerable patients with diabetes: a three-arm practical clinical trial. Diabetes Care. 2009, 32 (4): 559-566. 10.2337/dc08-0787.CrossRefPubMedPubMedCentral
37.
go back to reference Gugiu PC, Coryn C, Clark R, Kuehn A: Development and evaluation of the short version of the patient assessment of chronic illness care instrument. Chron Illn. 2009, 5 (4): 268-276. 10.1177/1742395309348072.CrossRef Gugiu PC, Coryn C, Clark R, Kuehn A: Development and evaluation of the short version of the patient assessment of chronic illness care instrument. Chron Illn. 2009, 5 (4): 268-276. 10.1177/1742395309348072.CrossRef
38.
go back to reference Jackson GL, Weinberger M, Hamilton NS, Edelman D: Racial/ethnic and educational-level differences in diabetes care experiences in primary care. Prim Care Diabetes. 2012, 2: 39-44.CrossRef Jackson GL, Weinberger M, Hamilton NS, Edelman D: Racial/ethnic and educational-level differences in diabetes care experiences in primary care. Prim Care Diabetes. 2012, 2: 39-44.CrossRef
Metadata
Title
Alignment of patient and primary care practice member perspectives of chronic illness care: a cross-sectional analysis
Authors
Polly H Noël
Michael L Parchman
Ray F Palmer
Raquel L Romero
Luci K Leykum
Holly J Lanham
John E Zeber
Krista W Bowers
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Primary Care / Issue 1/2014
Electronic ISSN: 2731-4553
DOI
https://doi.org/10.1186/1471-2296-15-57

Other articles of this Issue 1/2014

BMC Primary Care 1/2014 Go to the issue