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Published in: BMC Primary Care 1/2003

Open Access 01-12-2003 | Research article

Variation in diabetes care by age: opportunities for customization of care

Authors: Patrick J O'Connor, Jay R Desai, Leif I Solberg, William A Rush, Donald B Bishop

Published in: BMC Primary Care | Issue 1/2003

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Abstract

Background

The quality of diabetes care provided to older adults has usually been judged to be poor, but few data provide direct comparison to other age groups. In this study, we hypothesized that adults age 65 and over receive lower quality diabetes care than adults age 45–64 years old.

Methods

We conducted a cohort study of members of a health plan cared for by multiple medical groups in Minnesota. Study subjects were a random sample of 1109 adults age 45 and over with an established diagnosis of diabetes using a diabetes identification method with estimated sensitivity 0.91 and positive predictive value 0.94. Survey data (response rate 86.2%) and administrative databases were used to assess diabetes severity, glycemic control, quality of life, microvascular and macrovascular risks and complications, preventive care, utilization, and perceptions of diabetes.

Results

Compared to those aged 45–64 years (N = 627), those 65 and older (N = 482) had better glycemic control, better health-related behaviors, and perceived less adverse impacts of diabetes on their quality of life despite longer duration of diabetes and a prevalence of cardiovascular disease twice that of younger patients. Older patients did not ascribe heart disease to their diabetes. Younger adults often had explanatory models of diabetes that interfere with effective and aggressive care, and accessed care less frequently. Overall, only 37% of patients were simultaneously up-to-date on eye exams, foot exams, and glycated hemoglobin (A1c) tests within one year.

Conclusion

These data demonstrate the need for further improvement in diabetes care for all patients, and suggest that customisation of care based on age and explanatory models of diabetes may be an improvement strategy that merits further evaluation.
Literature
1.
go back to reference Harris MI, Flegal KM, Cowie CC, Eberhardt MS, Goldstein DE, Little RR, Wiedmeyer HM, Byrd-Holt DD: Prevalence of diabetes, impaired fasting glucose, and impaired glucose tolerance in U.S. adults. The Third National Health and Nutrition Examination Survey, 1988-1994. Diabetes Care. 1998, 21: 518-524.CrossRefPubMed Harris MI, Flegal KM, Cowie CC, Eberhardt MS, Goldstein DE, Little RR, Wiedmeyer HM, Byrd-Holt DD: Prevalence of diabetes, impaired fasting glucose, and impaired glucose tolerance in U.S. adults. The Third National Health and Nutrition Examination Survey, 1988-1994. Diabetes Care. 1998, 21: 518-524.CrossRefPubMed
2.
go back to reference DHHS: Diabetes in America. 1995, Washington DC, DHHS, Second DHHS: Diabetes in America. 1995, Washington DC, DHHS, Second
3.
go back to reference Wahl PW, Savage PJ, Psaty BM, Orchard TJ, Robbins JA, Tracy RP: Diabetes in older adults: comparison of 1997 American Diabetes Association classification of diabetes mellitus with 1985 WHO classification. Lancet. 1998, 352: 1012-1015. 10.1016/S0140-6736(98)04055-0.CrossRefPubMed Wahl PW, Savage PJ, Psaty BM, Orchard TJ, Robbins JA, Tracy RP: Diabetes in older adults: comparison of 1997 American Diabetes Association classification of diabetes mellitus with 1985 WHO classification. Lancet. 1998, 352: 1012-1015. 10.1016/S0140-6736(98)04055-0.CrossRefPubMed
4.
go back to reference Keen H: Impact of new criteria for diabetes on pattern of disease. Lancet. 1998, 352: 1000-1001. 10.1016/S0140-6736(98)00021-X.CrossRefPubMed Keen H: Impact of new criteria for diabetes on pattern of disease. Lancet. 1998, 352: 1000-1001. 10.1016/S0140-6736(98)00021-X.CrossRefPubMed
5.
go back to reference ADA: American Diabetes Association: clinical practice recommendations 1999. Diabetes Care. 1999, 22: S1-S114.CrossRef ADA: American Diabetes Association: clinical practice recommendations 1999. Diabetes Care. 1999, 22: S1-S114.CrossRef
6.
go back to reference Dinneen SF, Maldonado D, 3rd, Leibson CL, Klee GG, Li H, Melton L J, 3rd, Rizza RA: Effects of changing diagnostic criteria on the risk of developing diabetes. Diabetes Care. 1998, 21: 1408-1413.CrossRefPubMed Dinneen SF, Maldonado D, 3rd, Leibson CL, Klee GG, Li H, Melton L J, 3rd, Rizza RA: Effects of changing diagnostic criteria on the risk of developing diabetes. Diabetes Care. 1998, 21: 1408-1413.CrossRefPubMed
7.
go back to reference Morley JE, Mooradian AD, Rosenthal MJ, Kaiser FE: Diabetes mellitus in elderly patients. Is it different?. Am J Med. 1987, 83: 533-544.CrossRefPubMed Morley JE, Mooradian AD, Rosenthal MJ, Kaiser FE: Diabetes mellitus in elderly patients. Is it different?. Am J Med. 1987, 83: 533-544.CrossRefPubMed
8.
go back to reference Martinson BC, O'Connor PJ, Pronk NP: Physical inactivity and short-term all-cause mortality in adults with chronic disease. Arch Intern Med. 2001, 161: 1173-1180. 10.1001/archinte.161.9.1173.CrossRefPubMed Martinson BC, O'Connor PJ, Pronk NP: Physical inactivity and short-term all-cause mortality in adults with chronic disease. Arch Intern Med. 2001, 161: 1173-1180. 10.1001/archinte.161.9.1173.CrossRefPubMed
9.
go back to reference Hofer TP, Vijan S, Hayward RA: Estimating the microvascular benefits of screening for type 2 diabetes mellitus. Int J Technol Assess Health Care. 2000, 16: 822-833. 10.1017/S0266462300102090.CrossRefPubMed Hofer TP, Vijan S, Hayward RA: Estimating the microvascular benefits of screening for type 2 diabetes mellitus. Int J Technol Assess Health Care. 2000, 16: 822-833. 10.1017/S0266462300102090.CrossRefPubMed
10.
go back to reference Helseth LD, Sussman SJ, Crabtree BF, O'Connor PJ: Primary care physicians' perceptions of diabetes management. A balancing act. J Fam Pract. 1999, 48: 37-42.PubMed Helseth LD, Sussman SJ, Crabtree BF, O'Connor PJ: Primary care physicians' perceptions of diabetes management. A balancing act. J Fam Pract. 1999, 48: 37-42.PubMed
11.
go back to reference Glynn RJ, Monane M,, Gurwitz JH, Choodnovsky I, Avorn J: Aging, comorbidity, and reduced rates of drug treatment for diabetes mellitus. J Clin Epidemiol. 1999, 52: 781-790. 10.1016/S0895-4356(99)00055-4.CrossRefPubMed Glynn RJ, Monane M,, Gurwitz JH, Choodnovsky I, Avorn J: Aging, comorbidity, and reduced rates of drug treatment for diabetes mellitus. J Clin Epidemiol. 1999, 52: 781-790. 10.1016/S0895-4356(99)00055-4.CrossRefPubMed
12.
go back to reference Brown AF, Mangione CM, Saliba D, Sarkisian CA: Guidelines for improving the care of the older person with diabetes mellitus. J. Am Geriatr Sc. 2003, 51: S265-80. 10.1046/j.1532-5415.2003.51068.x. Brown AF, Mangione CM, Saliba D, Sarkisian CA: Guidelines for improving the care of the older person with diabetes mellitus. J. Am Geriatr Sc. 2003, 51: S265-80. 10.1046/j.1532-5415.2003.51068.x.
13.
go back to reference Gilmer TP, O'Connor PJ, Manning WG, Rush WA: The cost to health plans of poor glycemic control. Diabetes Care. 1997, 20: 1847-1853.CrossRefPubMed Gilmer TP, O'Connor PJ, Manning WG, Rush WA: The cost to health plans of poor glycemic control. Diabetes Care. 1997, 20: 1847-1853.CrossRefPubMed
14.
go back to reference Testa MA, Simonson DC: Health economic benefits and quality of life during improved glycemic control in patients with type 2 diabetes mellitus: a randomized, controlled, double-blind trial. JAMA. 1998, 280: 1490-1496. 10.1001/jama.280.17.1490.CrossRefPubMed Testa MA, Simonson DC: Health economic benefits and quality of life during improved glycemic control in patients with type 2 diabetes mellitus: a randomized, controlled, double-blind trial. JAMA. 1998, 280: 1490-1496. 10.1001/jama.280.17.1490.CrossRefPubMed
15.
go back to reference O'Connor PJ, Jacobson AM: Assessment of functional health status in elderly diabetic persons. Geriatric Clinics of North Am. 1990, 6: 865-882. O'Connor PJ, Jacobson AM: Assessment of functional health status in elderly diabetic persons. Geriatric Clinics of North Am. 1990, 6: 865-882.
16.
go back to reference Savage PJ: Cardiovascular complications of diabetes mellius: what we know and what we need to know about their prevention. Ann Intern Med. 1996, 124: 123-136.CrossRefPubMed Savage PJ: Cardiovascular complications of diabetes mellius: what we know and what we need to know about their prevention. Ann Intern Med. 1996, 124: 123-136.CrossRefPubMed
17.
go back to reference Shorr RI, Franse LV, Resnick HE, Di Bari M, Johnson KC, Pahor M: Glycemic control of older adults with type 2 diabetes: findings from the Third National Health and Nutrition Examination Survey, 1988-1994. J Am Geriatr Soc. 2000, 48: 264-267.CrossRefPubMed Shorr RI, Franse LV, Resnick HE, Di Bari M, Johnson KC, Pahor M: Glycemic control of older adults with type 2 diabetes: findings from the Third National Health and Nutrition Examination Survey, 1988-1994. J Am Geriatr Soc. 2000, 48: 264-267.CrossRefPubMed
18.
go back to reference ICSI: Health Care Guidelines: 1995-1996. 1996, Bloomington, MN, Institute for Clinical Systems Integration ICSI: Health Care Guidelines: 1995-1996. 1996, Bloomington, MN, Institute for Clinical Systems Integration
19.
go back to reference ICSI: Clinical care guideline: treatment of type 2 diabetes mellitus. 1999, Bloomington, MN, Institute for Clinical Systems Integration ICSI: Clinical care guideline: treatment of type 2 diabetes mellitus. 1999, Bloomington, MN, Institute for Clinical Systems Integration
20.
go back to reference ICSI: Clinical care guideline: treatment of type 2 diabetes mellitus. 2000, Bloomington, MN, Institute for Clinical Systems Improvement ICSI: Clinical care guideline: treatment of type 2 diabetes mellitus. 2000, Bloomington, MN, Institute for Clinical Systems Improvement
21.
go back to reference O'Connor PJ, Crabtree BF, Yanoshik MK: Differences between diabetic patients who do and do not respond to a diabetes care intervention: a qualitative analysis. Fam Med. 1997, 29: 424-428.PubMed O'Connor PJ, Crabtree BF, Yanoshik MK: Differences between diabetic patients who do and do not respond to a diabetes care intervention: a qualitative analysis. Fam Med. 1997, 29: 424-428.PubMed
22.
go back to reference O'Connor P, Rush WA, Pronk N, Cherney LM: Identifying diabetes mellitus or heart disease among health maintenance organization members: sensitivity, specificity, predictive value and cost of survey and database methods. Am J Manag Care. 1998, 4: 335-342.PubMed O'Connor P, Rush WA, Pronk N, Cherney LM: Identifying diabetes mellitus or heart disease among health maintenance organization members: sensitivity, specificity, predictive value and cost of survey and database methods. Am J Manag Care. 1998, 4: 335-342.PubMed
23.
go back to reference Huisman TH, Henson JB, Wilson JB: A new high-performance liquid chromatographic procedure to quantitate hemoglobin A1c and other minor hemoglobins in blood of normal, diabetic, and alcoholic individuals. J Lab Clin Med. 1983, 102: 163-173.PubMed Huisman TH, Henson JB, Wilson JB: A new high-performance liquid chromatographic procedure to quantitate hemoglobin A1c and other minor hemoglobins in blood of normal, diabetic, and alcoholic individuals. J Lab Clin Med. 1983, 102: 163-173.PubMed
24.
go back to reference Hosmer DW, Lemeshow S: Applied logistic regression. Applied probability and mathematical statistics. 1989, New York, Wiley, xiii, 307- Hosmer DW, Lemeshow S: Applied logistic regression. Applied probability and mathematical statistics. 1989, New York, Wiley, xiii, 307-
25.
go back to reference Bender R, Lange S: Adjusting for multiple testing--when and how?. J Clin Epidemiol. 2001, 54: 343-349. 10.1016/S0895-4356(00)00314-0.CrossRefPubMed Bender R, Lange S: Adjusting for multiple testing--when and how?. J Clin Epidemiol. 2001, 54: 343-349. 10.1016/S0895-4356(00)00314-0.CrossRefPubMed
26.
go back to reference Johnson PE, Veazie PJ, Kochevar L, O'Connor PJ, Potthoff SJ, Verma D, Dutta P: Understanding variation in chronic disease outcomes. Health Care Manag Sci. 2002, 5: 175-189. 10.1023/A:1019740401536.CrossRefPubMed Johnson PE, Veazie PJ, Kochevar L, O'Connor PJ, Potthoff SJ, Verma D, Dutta P: Understanding variation in chronic disease outcomes. Health Care Manag Sci. 2002, 5: 175-189. 10.1023/A:1019740401536.CrossRefPubMed
27.
go back to reference Krein SL, Hofer TP, Kerr EA, Hayward RA: Whom should we profile? Examining diabetes care practice variation among primary care providers, provider groups, and health care facilities. Health Serv Res. 2002, 37: 1159-1180. 10.1111/1475-6773.01102.CrossRefPubMedPubMedCentral Krein SL, Hofer TP, Kerr EA, Hayward RA: Whom should we profile? Examining diabetes care practice variation among primary care providers, provider groups, and health care facilities. Health Serv Res. 2002, 37: 1159-1180. 10.1111/1475-6773.01102.CrossRefPubMedPubMedCentral
28.
go back to reference Thompson BL, O'Connor P, Boyle R, Hindmarsh M, Salem N, Simmons KW, Wagner E, Oswald J, Smith SM: Measuring clinical performance: comparison and validity of telephone survey and administrative data. Health Serv Res. 2001, 36: 813-825.PubMedPubMedCentral Thompson BL, O'Connor P, Boyle R, Hindmarsh M, Salem N, Simmons KW, Wagner E, Oswald J, Smith SM: Measuring clinical performance: comparison and validity of telephone survey and administrative data. Health Serv Res. 2001, 36: 813-825.PubMedPubMedCentral
29.
go back to reference O'Connor PJ, Rush WA, Peterson J, Morben P, Cherney L, Keogh C, Lasch S: Continuous quality improvement can improve glycemic control for HMO patients with diabetes. Arch Fam Med. 1996, 5: 502-506. 10.1001/archfami.5.9.502.CrossRefPubMed O'Connor PJ, Rush WA, Peterson J, Morben P, Cherney L, Keogh C, Lasch S: Continuous quality improvement can improve glycemic control for HMO patients with diabetes. Arch Fam Med. 1996, 5: 502-506. 10.1001/archfami.5.9.502.CrossRefPubMed
30.
go back to reference O'Connor PJ, Pronk NP, Tan AW, Rush WA, Gray RJ: Does professional advice influence aspirin use to prevent heart disease in an HMO population?. Eff Clin Pract. 1998, 1: 26-32.PubMed O'Connor PJ, Pronk NP, Tan AW, Rush WA, Gray RJ: Does professional advice influence aspirin use to prevent heart disease in an HMO population?. Eff Clin Pract. 1998, 1: 26-32.PubMed
31.
go back to reference Weiner JP, Parente ST, Garnick DW, Fowles J, Lawthers AG, Palmer RH: Variation in office-based quality. A claims-based profile of care provided to Medicare patients with diabetes. JAMA. 1995, 273: 1503-1508. 10.1001/jama.273.19.1503.CrossRefPubMed Weiner JP, Parente ST, Garnick DW, Fowles J, Lawthers AG, Palmer RH: Variation in office-based quality. A claims-based profile of care provided to Medicare patients with diabetes. JAMA. 1995, 273: 1503-1508. 10.1001/jama.273.19.1503.CrossRefPubMed
32.
go back to reference Peterson K: Diabetes care by primary care physicians in Minnesota and Wisconsin. J Fam Pract. 1994, 38: 361-367.PubMed Peterson K: Diabetes care by primary care physicians in Minnesota and Wisconsin. J Fam Pract. 1994, 38: 361-367.PubMed
33.
go back to reference Peters A, Legorreta A, Ossorio C, Davidson M: Quality of outpatient care provided to diabetic patients: A Health Maintenance Organization experience. Diabetes Care. 1996, 19: 601-606.CrossRefPubMed Peters A, Legorreta A, Ossorio C, Davidson M: Quality of outpatient care provided to diabetic patients: A Health Maintenance Organization experience. Diabetes Care. 1996, 19: 601-606.CrossRefPubMed
34.
go back to reference Ford E, Mokdad A: Trends in glycosylated hemoglobin concentrations among United States adults. Diabetes. Edited by: American Diabetes Association. 2003, 52 (Suppl 1): A219- Ford E, Mokdad A: Trends in glycosylated hemoglobin concentrations among United States adults. Diabetes. Edited by: American Diabetes Association. 2003, 52 (Suppl 1): A219-
35.
go back to reference Effect of intensive blood-glucose control with metformin on complications in overweight patients with type 2 diabetes (UKPDS 34). UK Prospective Diabetes Study (UKPDS) Group. Lancet. 1998, 352: 854-865. 10.1016/S0140-6736(98)07037-8. Effect of intensive blood-glucose control with metformin on complications in overweight patients with type 2 diabetes (UKPDS 34). UK Prospective Diabetes Study (UKPDS) Group. Lancet. 1998, 352: 854-865. 10.1016/S0140-6736(98)07037-8.
36.
go back to reference Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). UK Prospective Diabetes Study (UKPDS) Group. Lancet. 1998, 352: 837-853. 10.1016/S0140-6736(98)07019-6. Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). UK Prospective Diabetes Study (UKPDS) Group. Lancet. 1998, 352: 837-853. 10.1016/S0140-6736(98)07019-6.
37.
go back to reference Aspirin effects on mortality and morbidity in patients with diabetes mellitus. Early Treatment Diabetic Retinopathy Study report 14. ETDRS Investigators. JAMA. 1992, 268: 1292-1300. Aspirin effects on mortality and morbidity in patients with diabetes mellitus. Early Treatment Diabetic Retinopathy Study report 14. ETDRS Investigators. JAMA. 1992, 268: 1292-1300.
38.
go back to reference Curb JD, Pressel SL, Cutler JA, Savage PJ, Applegate WB, Black H, Camel G, Davis BR, Frost PH, Gonzalez N, Guthrie G, Oberman A, Rutan GH, Stamler J: Effect of diuretic based antihypertensive treatment on cardiovascular disease risk in older diabetic patients with isolated systolic hypertension. Systolic Hypertension in Elderly Program Cooperative Research Group. JAMA. 1996, 276: 1886-1892. 10.1001/jama.276.23.1886.CrossRefPubMed Curb JD, Pressel SL, Cutler JA, Savage PJ, Applegate WB, Black H, Camel G, Davis BR, Frost PH, Gonzalez N, Guthrie G, Oberman A, Rutan GH, Stamler J: Effect of diuretic based antihypertensive treatment on cardiovascular disease risk in older diabetic patients with isolated systolic hypertension. Systolic Hypertension in Elderly Program Cooperative Research Group. JAMA. 1996, 276: 1886-1892. 10.1001/jama.276.23.1886.CrossRefPubMed
39.
go back to reference Hansson L, Zanchetti A, Carruthers SG, Dahlof B, Elmfeldt D, Julius S, Menard J, Rahn KH, Wedel H, Westerling S: Effects of intensive blood-pressure lowering and low-dose aspirin in patients with hypertension: principal results of the Hypertension Optimal Treatment (HOT) randomized trial. Lancet. 1998, 351: 1755-1762. 10.1016/S0140-6736(98)04311-6.CrossRefPubMed Hansson L, Zanchetti A, Carruthers SG, Dahlof B, Elmfeldt D, Julius S, Menard J, Rahn KH, Wedel H, Westerling S: Effects of intensive blood-pressure lowering and low-dose aspirin in patients with hypertension: principal results of the Hypertension Optimal Treatment (HOT) randomized trial. Lancet. 1998, 351: 1755-1762. 10.1016/S0140-6736(98)04311-6.CrossRefPubMed
40.
go back to reference Efficacy of atenolol and captopril in reducing risk of macrovascular and microvascular complications in type 2 diabetes: UKPDS 39. UK Prospective Diabetes Study Group. BMJ. 1998, 317: 713-720. Efficacy of atenolol and captopril in reducing risk of macrovascular and microvascular complications in type 2 diabetes: UKPDS 39. UK Prospective Diabetes Study Group. BMJ. 1998, 317: 713-720.
41.
go back to reference Cost effectiveness analysis of improved blood pressure control in hypertensive patients with type 2 diabetes: UKPDS 40. UK Prospective Diabetes Study Group. BMJ. 1998, 317: 720-726. Cost effectiveness analysis of improved blood pressure control in hypertensive patients with type 2 diabetes: UKPDS 40. UK Prospective Diabetes Study Group. BMJ. 1998, 317: 720-726.
42.
go back to reference Pyorala K, Pedersen TR, Kjekshus J, Faergeman O, Olsson AG, Thorgeirsson G: Cholesterol lowering with simvastatin improves prognosis of diabetic patients with coronary heart disease. A subgroup analysis of the Scandinavian Simvastatin Survival Study (4S). Diabetes Care. 1997, 20: 614-620.CrossRefPubMed Pyorala K, Pedersen TR, Kjekshus J, Faergeman O, Olsson AG, Thorgeirsson G: Cholesterol lowering with simvastatin improves prognosis of diabetic patients with coronary heart disease. A subgroup analysis of the Scandinavian Simvastatin Survival Study (4S). Diabetes Care. 1997, 20: 614-620.CrossRefPubMed
43.
go back to reference Haffner SM, Alexander CM, Cook TJ, Boccuzzi SJ, Musliner TA, Pedersen TR, Kjekshus J, Pyorala K: Reduced coronary events in simvastatin-treated patients with coronary heart disease and diabetes or impaired fasting glucose levels: subgroup analyses in the Scandinavian Simvastatin Survival Study. Arch Intern Med. 1999, 159: 2661-2667. 10.1001/archinte.159.22.2661.CrossRefPubMed Haffner SM, Alexander CM, Cook TJ, Boccuzzi SJ, Musliner TA, Pedersen TR, Kjekshus J, Pyorala K: Reduced coronary events in simvastatin-treated patients with coronary heart disease and diabetes or impaired fasting glucose levels: subgroup analyses in the Scandinavian Simvastatin Survival Study. Arch Intern Med. 1999, 159: 2661-2667. 10.1001/archinte.159.22.2661.CrossRefPubMed
44.
go back to reference Gaede P, Vedel P, Larsen N, Jensen GV, Parving HH, Pedersen O: Multifactorial intervention and cardiovascular disease in patients with type 2 diabetes. N Engl J Med. 2003, 348: 383-393. 10.1056/NEJMoa021778.CrossRefPubMed Gaede P, Vedel P, Larsen N, Jensen GV, Parving HH, Pedersen O: Multifactorial intervention and cardiovascular disease in patients with type 2 diabetes. N Engl J Med. 2003, 348: 383-393. 10.1056/NEJMoa021778.CrossRefPubMed
45.
go back to reference Cost-effectiveness of intensive glycemic control, intensified hypertension control, and serum cholesterol level reduction for type 2 diabetes. The CDC Diabetes Cost-effectiveness Group. JAMA. 2002, 287: 2542-2551. Cost-effectiveness of intensive glycemic control, intensified hypertension control, and serum cholesterol level reduction for type 2 diabetes. The CDC Diabetes Cost-effectiveness Group. JAMA. 2002, 287: 2542-2551.
46.
go back to reference Wagner EH, Austin BT, Korff M. Von: Organizing care for patients with chronic illness. Milbank Mem Fund Q. 1996, 74: 511-544.CrossRef Wagner EH, Austin BT, Korff M. Von: Organizing care for patients with chronic illness. Milbank Mem Fund Q. 1996, 74: 511-544.CrossRef
47.
go back to reference Pronk NP, O'Connor PJ: Systems approach to population health improvement. J Ambulatory Care Manage. 1997, 20: 24-31.CrossRefPubMed Pronk NP, O'Connor PJ: Systems approach to population health improvement. J Ambulatory Care Manage. 1997, 20: 24-31.CrossRefPubMed
48.
go back to reference Solberg LI, Kottke TE, Conn SA, Brekke ML, Calomeni CA, Conboy KS: Delivering clinical preventive services is a systems problem. Ann Behav Med. 1997, 19: 271-278.CrossRefPubMed Solberg LI, Kottke TE, Conn SA, Brekke ML, Calomeni CA, Conboy KS: Delivering clinical preventive services is a systems problem. Ann Behav Med. 1997, 19: 271-278.CrossRefPubMed
49.
go back to reference Sperl-Hillen J, O'Connor PJ, Carlson RR, Lawson TB, Halstenson C, Crowson T, Wuorenma J: Improving diabetes care in a large health care system: an enhanced primary care approach. Jt Comm J Qual Improv. 2000, 26: 615-622.PubMed Sperl-Hillen J, O'Connor PJ, Carlson RR, Lawson TB, Halstenson C, Crowson T, Wuorenma J: Improving diabetes care in a large health care system: an enhanced primary care approach. Jt Comm J Qual Improv. 2000, 26: 615-622.PubMed
50.
go back to reference Sidorov J, Gabbay R, Harris R, Shull RD, Girolami S, Tomcavage J, Starkey R, Hughes R: Disease management for diabetes mellitus: impact on Hemoglobin A1c. Am J Manag Care. 2000, 6: 1217-1226.PubMed Sidorov J, Gabbay R, Harris R, Shull RD, Girolami S, Tomcavage J, Starkey R, Hughes R: Disease management for diabetes mellitus: impact on Hemoglobin A1c. Am J Manag Care. 2000, 6: 1217-1226.PubMed
51.
go back to reference Nyman MA, Murphy ME, Schryver PG, Naessens JM, Smith SA: Improving performance in diabetes care: a multicomponent intervention. Eff Clin Pract. 2000, 3: 205-212.PubMed Nyman MA, Murphy ME, Schryver PG, Naessens JM, Smith SA: Improving performance in diabetes care: a multicomponent intervention. Eff Clin Pract. 2000, 3: 205-212.PubMed
52.
go back to reference Sutherland JE, Hoehns JD, O'Donnell B, Wiblin RT: Diabetes management quality improvement in a family practice residency program. J Am Board Fam Pract. 2001, 14: 243-251.PubMed Sutherland JE, Hoehns JD, O'Donnell B, Wiblin RT: Diabetes management quality improvement in a family practice residency program. J Am Board Fam Pract. 2001, 14: 243-251.PubMed
53.
go back to reference Aubert RE, Herman WH, Waters J, Moore W, Sutton D, Peterson BL, Bailey CM, Koplan JP: Nurse case management to improve glycemic control in diabetic patients in a health maintenance organization. A randomized, controlled trial. Ann Intern Med. 1998, 129: 605-612.CrossRefPubMed Aubert RE, Herman WH, Waters J, Moore W, Sutton D, Peterson BL, Bailey CM, Koplan JP: Nurse case management to improve glycemic control in diabetic patients in a health maintenance organization. A randomized, controlled trial. Ann Intern Med. 1998, 129: 605-612.CrossRefPubMed
54.
go back to reference Pronk NP, Goodman MJ, O'Connor PJ, Martinson BC: Relationship between modifiable health risks and short-term health care charges. JAMA. 1999, 282: 2235-2239. 10.1001/jama.282.23.2235.CrossRefPubMed Pronk NP, Goodman MJ, O'Connor PJ, Martinson BC: Relationship between modifiable health risks and short-term health care charges. JAMA. 1999, 282: 2235-2239. 10.1001/jama.282.23.2235.CrossRefPubMed
55.
go back to reference Blair SN, Kampert JB, Kohl HW, Barlow CE, Macera CA, Paffenbarger RS, Gibbons LW: Influences of cardiorespiratory fitness and other precursors on cardiovascular disease and all-cause mortality in men and women. JAMA. 1996, 276: 205-210. 10.1001/jama.276.3.205.CrossRefPubMed Blair SN, Kampert JB, Kohl HW, Barlow CE, Macera CA, Paffenbarger RS, Gibbons LW: Influences of cardiorespiratory fitness and other precursors on cardiovascular disease and all-cause mortality in men and women. JAMA. 1996, 276: 205-210. 10.1001/jama.276.3.205.CrossRefPubMed
56.
go back to reference Paffenbarger R. S., Jr., Hyde RT, Wing AL, Lee IM, Jung DL, Kampert JB: The association of changes in physical-activity level and other lifestyle characteristics with mortality among men. N Engl J Med. 1993, 328: 538-545. 10.1056/NEJM199302253280804.CrossRefPubMed Paffenbarger R. S., Jr., Hyde RT, Wing AL, Lee IM, Jung DL, Kampert JB: The association of changes in physical-activity level and other lifestyle characteristics with mortality among men. N Engl J Med. 1993, 328: 538-545. 10.1056/NEJM199302253280804.CrossRefPubMed
57.
go back to reference Haffner SM, Lehto S, Ronnemaa T, Pyorala K, Laakso M: Mortality from coronary heart disease in subjects with type 2 diabetes and in nondiabetic subjects with and without prior myocardial infarction. N Engl J Med. 1998, 339: 229-234. 10.1056/NEJM199807233390404.CrossRefPubMed Haffner SM, Lehto S, Ronnemaa T, Pyorala K, Laakso M: Mortality from coronary heart disease in subjects with type 2 diabetes and in nondiabetic subjects with and without prior myocardial infarction. N Engl J Med. 1998, 339: 229-234. 10.1056/NEJM199807233390404.CrossRefPubMed
58.
go back to reference Kleinman A: The illness narratives. Monograph. 1988, New York, Basic Books, 284- Kleinman A: The illness narratives. Monograph. 1988, New York, Basic Books, 284-
59.
go back to reference Johnson P, Veazie P, O'Connor P, Kochevar L, Verma D, et al: Understanding variation in chronic disease outcomes. J Fam Pract. Health Care Manag Sci, Johnson P, Veazie P, O'Connor P, Kochevar L, Verma D, et al: Understanding variation in chronic disease outcomes. J Fam Pract. Health Care Manag Sci,
60.
go back to reference Crabtree BF, Miller WL, Aita VA, Flocke SA, Stange KC: Primary care practice organization and preventive services delivery: a qualitative analysis. J Fam Pract. 1998, 46: 403-409.PubMed Crabtree BF, Miller WL, Aita VA, Flocke SA, Stange KC: Primary care practice organization and preventive services delivery: a qualitative analysis. J Fam Pract. 1998, 46: 403-409.PubMed
62.
go back to reference Blaum CS, Ofstedal MB, Langa KM, Wray LA: Functional Status and Health Outcomes in Older Americans with Diabetes Mellitus. J Am Geriatr Soc. 2003, 51: 745-753.CrossRefPubMed Blaum CS, Ofstedal MB, Langa KM, Wray LA: Functional Status and Health Outcomes in Older Americans with Diabetes Mellitus. J Am Geriatr Soc. 2003, 51: 745-753.CrossRefPubMed
63.
go back to reference Boyle RG, O'Connor PJ, Pronk NP, Tan A: Stages of change for physical activity, diet, and smoking among HMO members with chronic conditions. Am J Health Promot. 1998, 12: 170-175.CrossRefPubMed Boyle RG, O'Connor PJ, Pronk NP, Tan A: Stages of change for physical activity, diet, and smoking among HMO members with chronic conditions. Am J Health Promot. 1998, 12: 170-175.CrossRefPubMed
64.
65.
go back to reference Pine BJ II: Mass-customizing products and services. Mass Customization. 1999, Boston, MA, Harvard Business School Press, 171-212. Pine BJ II: Mass-customizing products and services. Mass Customization. 1999, Boston, MA, Harvard Business School Press, 171-212.
66.
go back to reference Schafer J, Konstan J, Reidl J: Recommender systems in e-commerce. ACM on Electronic Conference. Edited by: ACM. 1999, Association for Computing Machinery Schafer J, Konstan J, Reidl J: Recommender systems in e-commerce. ACM on Electronic Conference. Edited by: ACM. 1999, Association for Computing Machinery
67.
go back to reference O'Connor PJ, Sperl-Hillen JM, Pronk NP, Murray T: Primary care clinic-based chronic disease care. Disease Management Health Outcomes. 2001, 9: 691-698.CrossRef O'Connor PJ, Sperl-Hillen JM, Pronk NP, Murray T: Primary care clinic-based chronic disease care. Disease Management Health Outcomes. 2001, 9: 691-698.CrossRef
68.
go back to reference Solberg LI, Brekke ML, Fazio CJ, Fowles J, Jacobsen DN, Kottke TE, et al: Lessons from experienced guideline implementers: attend to many factors and use multiple strategies. Jt Comm J Qual Improv. 2000, 26: 171-188.PubMed Solberg LI, Brekke ML, Fazio CJ, Fowles J, Jacobsen DN, Kottke TE, et al: Lessons from experienced guideline implementers: attend to many factors and use multiple strategies. Jt Comm J Qual Improv. 2000, 26: 171-188.PubMed
69.
go back to reference Klein R, Klein BE, Moss SE, DeMets DL, Kaufman I, Voss PS: Prevalence of diabetes mellitus in southern Wisconsin. Am J Epidemiol. 1984, 119: 54-61.PubMed Klein R, Klein BE, Moss SE, DeMets DL, Kaufman I, Voss PS: Prevalence of diabetes mellitus in southern Wisconsin. Am J Epidemiol. 1984, 119: 54-61.PubMed
Metadata
Title
Variation in diabetes care by age: opportunities for customization of care
Authors
Patrick J O'Connor
Jay R Desai
Leif I Solberg
William A Rush
Donald B Bishop
Publication date
01-12-2003
Publisher
BioMed Central
Published in
BMC Primary Care / Issue 1/2003
Electronic ISSN: 2731-4553
DOI
https://doi.org/10.1186/1471-2296-4-16

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