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Published in: Journal of General Internal Medicine 7/2013

01-07-2013 | Original Research

Cost Sharing and Decreased Branded Oral Anti-Diabetic Medication Adherence Among Elderly Part D Medicare Beneficiaries

Authors: Naomi C. Sacks, PhD, James F. Burgess Jr., PhD, Howard J. Cabral, PhD, MPH, Steven D. Pizer, PhD, Marie E. McDonnell, MD

Published in: Journal of General Internal Medicine | Issue 7/2013

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ABSTRACT

BACKGROUND

Although the Medicare Part D coverage gap phase-out should reduce cost-related nonadherence (CRN) among seniors with diabetes, preferential generic prescribing may have already decreased CRN, while smaller numbers of patients using more costly branded oral anti-diabetic (OAD) medications remain vulnerable to CRN.

OBJECTIVE

To estimate the effects of cost sharing in the Part D standard (non-LIS) benefit on adherence to different OAD classes, comparing two classes dominated by inexpensive generic medications and two by more costly branded medications.

DESIGN AND PATIENTS

Retrospective cohort study using dispensed prescription data for elderly non-LIS (N = 81,047) and LIS (low-income subsidy) (N = 150,359) beneficiaries using same class OAD(s) in 2008 and 2009. Logistic regression modeled non-LIS likelihood; LIS and non-LIS patients matched using propensity outcome (N = 38,054). Logistic regression, controlling for demographic and health status characteristics, modeled effects of non-LIS coverage on 2009 OAD class adherence.

MAIN MEASURES

Main outcome measures were within-class OAD coverage year adherence, with patients considered adherent when days supplied to calendar days ratio at least 0.8.

KEY RESULTS

Non-LIS patients had 0.52 and 0.57 times the odds of branded-only DPP-4 Inhibitor (N = 1,812; 95 % CI: 0.43, 0.63; P < 0.001) and Thiazolidinedione (TZD) (N = 6,290; 95 % CI: 0.52, 0.63; P < 0.001) adherence. Most patients (N = 32,510; 82 %) used OADs in primarily generic classes, where we found no significant (Biguanides; N = 21,377) or small differences (Sulfonylureas/Glinides [N = 19,240; OR: 0.91; 95 % CI: 0.86, 0.97; P = 0.002]) in adherence odds. Crude adherence rates were sub-optimal when CRN was not a factor (Non-LIS/LIS: Biguanides: 65 %/65 %; Sulfonylureas/Glinides: 66 %/68 %; LIS: DPP-4 Inhibitors: 66 %; TZDs: 67 %).

CONCLUSIONS

Gap elimination would not affect generic, but should reduce branded OAD CRN. Branded copayments may continue to lead to CRN. Policy initiatives and benefit changes targeting both cost deterrents for patients with more complex disease and non-cost generic OAD underuse are recommended.
Appendix
Available only for authorised users
Footnotes
1
Our analytic sample contained patients matched at five significant digits. Sensitivity analyses were conducted using a sample of patients matched at four significant digits.
 
Literature
1.
go back to reference Goldman DP, Joyce GF, Escarce JJ, Pace JE, Solomon MD, et al. Pharmacy benefits and the use of drugs by the chronically ill. JAMA. 2004;291(19):2344–50.PubMedCrossRef Goldman DP, Joyce GF, Escarce JJ, Pace JE, Solomon MD, et al. Pharmacy benefits and the use of drugs by the chronically ill. JAMA. 2004;291(19):2344–50.PubMedCrossRef
2.
go back to reference Hsu J, Price M, Huang J, et al. Unintended consequences of caps on Medicare drug benefits. N Engl J Med. 2006;354(22):2349–59.PubMedCrossRef Hsu J, Price M, Huang J, et al. Unintended consequences of caps on Medicare drug benefits. N Engl J Med. 2006;354(22):2349–59.PubMedCrossRef
3.
go back to reference Huskamp HA, Deverka PA, Epstein AM, Epstein RS, McGuigan KA, Frank RG. The effect of incentive-based formularies on prescription-drug utilization and spending. N Engl J Med. 2003;349(23):2224–32.PubMedCrossRef Huskamp HA, Deverka PA, Epstein AM, Epstein RS, McGuigan KA, Frank RG. The effect of incentive-based formularies on prescription-drug utilization and spending. N Engl J Med. 2003;349(23):2224–32.PubMedCrossRef
4.
go back to reference Jackson JE, Doescher MP, Saver BG, Fishman P. Prescription drug coverage, health, and medication acquisition among seniors with one or more chronic conditions. Med Care. 2004;42(11):1056–65.PubMedCrossRef Jackson JE, Doescher MP, Saver BG, Fishman P. Prescription drug coverage, health, and medication acquisition among seniors with one or more chronic conditions. Med Care. 2004;42(11):1056–65.PubMedCrossRef
5.
go back to reference Joyce GF, Escarce JJ, Solomon MD, Goldman DP. Employer drug benefit plans and spending on prescription drugs. JAMA. 2002;288(14):1733–9.PubMedCrossRef Joyce GF, Escarce JJ, Solomon MD, Goldman DP. Employer drug benefit plans and spending on prescription drugs. JAMA. 2002;288(14):1733–9.PubMedCrossRef
6.
go back to reference Piette JD, Wagner TH, Potter MB, Schillinger D. Health insurance status, cost-related medication underuse, and outcomes among diabetes patients in three systems of care. Med Care. 2004;42(2):102–9.PubMedCrossRef Piette JD, Wagner TH, Potter MB, Schillinger D. Health insurance status, cost-related medication underuse, and outcomes among diabetes patients in three systems of care. Med Care. 2004;42(2):102–9.PubMedCrossRef
7.
go back to reference Sokol MC, McGuigan KA, Verbrugge RR, Epstein RS. Impact of medication adherence on hospitalization risk and healthcare cost. Med Care. 2005;43(6):521–30.PubMedCrossRef Sokol MC, McGuigan KA, Verbrugge RR, Epstein RS. Impact of medication adherence on hospitalization risk and healthcare cost. Med Care. 2005;43(6):521–30.PubMedCrossRef
8.
go back to reference Soumerai SB, Ross-Degnan SD, Avorn J, McLauglin T, Choodnovskiu I. Effects of Medicaid drug-payment limits on admissions to nursing homes. N Engl J Med. 1991;325(15):1072–7.PubMedCrossRef Soumerai SB, Ross-Degnan SD, Avorn J, McLauglin T, Choodnovskiu I. Effects of Medicaid drug-payment limits on admissions to nursing homes. N Engl J Med. 1991;325(15):1072–7.PubMedCrossRef
9.
go back to reference Soumerai SB, McLaughlin TJ, Ross-Degnan D, Casteris CS, Bollini P. Effects of limiting Medicaid drug-reimbursement benefits on the use of psychotropic agents and acute metal health services by patients with schizophrenia. N Engl J Med. 1994;331(10):650–5.PubMedCrossRef Soumerai SB, McLaughlin TJ, Ross-Degnan D, Casteris CS, Bollini P. Effects of limiting Medicaid drug-reimbursement benefits on the use of psychotropic agents and acute metal health services by patients with schizophrenia. N Engl J Med. 1994;331(10):650–5.PubMedCrossRef
10.
go back to reference Stuart B, Zacker C. Who bears the burden of Medicaid drug copayment policies? Health Aff (Millwood). 1999;18(2):201–12.CrossRef Stuart B, Zacker C. Who bears the burden of Medicaid drug copayment policies? Health Aff (Millwood). 1999;18(2):201–12.CrossRef
11.
go back to reference Tamblyn R, Laprise R, Hanley JA, Abrahamowicz M, Scott S, Mayo N. Adverse events associated with prescription drug cost-sharing among poor and elderly persons. JAMA. 2001;285(4):421–9.PubMedCrossRef Tamblyn R, Laprise R, Hanley JA, Abrahamowicz M, Scott S, Mayo N. Adverse events associated with prescription drug cost-sharing among poor and elderly persons. JAMA. 2001;285(4):421–9.PubMedCrossRef
12.
go back to reference Tseng CW, Brook RH, Keeler E, Mangione CM. Impact of an annual dollar limit or “cap” on prescription drug benefits for Medicare patients. JAMA. 2003;290(2):222–7.PubMedCrossRef Tseng CW, Brook RH, Keeler E, Mangione CM. Impact of an annual dollar limit or “cap” on prescription drug benefits for Medicare patients. JAMA. 2003;290(2):222–7.PubMedCrossRef
13.
go back to reference Tseng CW, Brook RH, Keeler E, Mangione CM. Cost-lowering strategies used by Medicare beneficiaries who exceed drug benefit caps and have a gap in drug coverage. JAMA. 2004;292(8):952–60.PubMedCrossRef Tseng CW, Brook RH, Keeler E, Mangione CM. Cost-lowering strategies used by Medicare beneficiaries who exceed drug benefit caps and have a gap in drug coverage. JAMA. 2004;292(8):952–60.PubMedCrossRef
14.
go back to reference Donohue JM, Zhang Y, Lave JR. The Medicare drug benefit (Part D) and treatment of heart failure in older adults. Am Heart J. 2010;160(1):159–65.PubMedCrossRef Donohue JM, Zhang Y, Lave JR. The Medicare drug benefit (Part D) and treatment of heart failure in older adults. Am Heart J. 2010;160(1):159–65.PubMedCrossRef
15.
go back to reference Donohue JM, Zhang Y, Aiju M, Perera S, Lave JR, Hanlon JT, et al. Impact of Medicare Part D on antidepressant treatment, medication choice, and adherence among older adults with depression. Am J Geriatr Psychiatr. 2011;19(12):989–97.CrossRef Donohue JM, Zhang Y, Aiju M, Perera S, Lave JR, Hanlon JT, et al. Impact of Medicare Part D on antidepressant treatment, medication choice, and adherence among older adults with depression. Am J Geriatr Psychiatr. 2011;19(12):989–97.CrossRef
16.
go back to reference Duggan M, Scott Morton F. The effect of Medicare Part D on pharmaceutical prices and utilization. Am Econ Rev. 2010;100(1):590–607.CrossRef Duggan M, Scott Morton F. The effect of Medicare Part D on pharmaceutical prices and utilization. Am Econ Rev. 2010;100(1):590–607.CrossRef
17.
go back to reference Ketcham JD, Simon KI. Medicare Part D’s effects on elderly patients’ drug costs and utilization. Am J Manage Care. 2008;14(11 Suppl):SP14–22. Ketcham JD, Simon KI. Medicare Part D’s effects on elderly patients’ drug costs and utilization. Am J Manage Care. 2008;14(11 Suppl):SP14–22.
18.
go back to reference Kennedy JJ, Maciejewski M, Liu D, Blodgett E. Cost-related nonadherence in the Medicare program: the impact of Part D. Med Care. 2011;49(5):522–6.PubMedCrossRef Kennedy JJ, Maciejewski M, Liu D, Blodgett E. Cost-related nonadherence in the Medicare program: the impact of Part D. Med Care. 2011;49(5):522–6.PubMedCrossRef
19.
go back to reference Lichtenberg FR, Sun SX. The impact of Medicare Part D on prescription drug use by the elderly. Health Aff (Millwood). 2007;26(6):1735–44.CrossRef Lichtenberg FR, Sun SX. The impact of Medicare Part D on prescription drug use by the elderly. Health Aff (Millwood). 2007;26(6):1735–44.CrossRef
20.
go back to reference Liu FX, Alexander GC, Crawford SY, Pickard AS, Hedeker D, Walton SM. The impact of Medicare Part D on out-of-pocket costs for prescription drugs, medication utilization, health resource utilization, and preference-based health utility. Health Serv Res. 2011;46(4):1104–23. doi:10.1111/j.1475-6773.2011.01273.x. Epub 2011 May 24.PubMedCrossRef Liu FX, Alexander GC, Crawford SY, Pickard AS, Hedeker D, Walton SM. The impact of Medicare Part D on out-of-pocket costs for prescription drugs, medication utilization, health resource utilization, and preference-based health utility. Health Serv Res. 2011;46(4):1104–23. doi:10.​1111/​j.​1475-6773.​2011.​01273.​x. Epub 2011 May 24.PubMedCrossRef
21.
go back to reference Safran D, Strollo MK, Gutterman S, Li A, Rogers WH, Neuman P. Prescription coverage, use and spending before and after Part D implementation: a national longitudinal panel study. J Gen Intern Med. 2010;25(1):10–7. Epub 2009 Oct 31.PubMedCrossRef Safran D, Strollo MK, Gutterman S, Li A, Rogers WH, Neuman P. Prescription coverage, use and spending before and after Part D implementation: a national longitudinal panel study. J Gen Intern Med. 2010;25(1):10–7. Epub 2009 Oct 31.PubMedCrossRef
22.
go back to reference Schneeweiss S, Patrick AR, Pedan A, Varasteh L, Levin R, Liu N, et al. The effect of Medicare Part D coverage on drug use and cost sharing among seniors without prior drug benefits. Health Aff (Millwood). 2009;28(2):w305–16. Epub 2009 Feb 3.CrossRef Schneeweiss S, Patrick AR, Pedan A, Varasteh L, Levin R, Liu N, et al. The effect of Medicare Part D coverage on drug use and cost sharing among seniors without prior drug benefits. Health Aff (Millwood). 2009;28(2):w305–16. Epub 2009 Feb 3.CrossRef
23.
go back to reference Yin W, Basu A, Zhang JX, Rabbani A, Meltzer DO, Alexander GC. The effect of the Medicare Part D prescription benefit on drug utilization and expenditures. Ann Intern Med. 2008;4(148):169–77. Epub 2008 Jan 7.CrossRef Yin W, Basu A, Zhang JX, Rabbani A, Meltzer DO, Alexander GC. The effect of the Medicare Part D prescription benefit on drug utilization and expenditures. Ann Intern Med. 2008;4(148):169–77. Epub 2008 Jan 7.CrossRef
24.
go back to reference Zhang Y, Donohue JM, Lave JR, O’Donnell G, Newhouse JP. The effect of Medicare Part D on drug and medical spending. N Engl J Med. 2009;361(1):52–61.PubMedCrossRef Zhang Y, Donohue JM, Lave JR, O’Donnell G, Newhouse JP. The effect of Medicare Part D on drug and medical spending. N Engl J Med. 2009;361(1):52–61.PubMedCrossRef
25.
go back to reference Zhang Y, Donohue JM, Newhouse JP, Lave JR. The effects of the coverage gap on drug spending: a closer look at Medicare Part D. Health Aff (Millwood). 2009;28(2):w317–25. Epub 2009 Feb 3.CrossRef Zhang Y, Donohue JM, Newhouse JP, Lave JR. The effects of the coverage gap on drug spending: a closer look at Medicare Part D. Health Aff (Millwood). 2009;28(2):w317–25. Epub 2009 Feb 3.CrossRef
27.
go back to reference McWilliams JM, Zaslavsky AM, Huskamp HA. Implementation of Medicare Part D and nondrug medical spending for elderly adults with limited prior drug coverage. JAMA. 2011;306(4):402–9.PubMedCrossRef McWilliams JM, Zaslavsky AM, Huskamp HA. Implementation of Medicare Part D and nondrug medical spending for elderly adults with limited prior drug coverage. JAMA. 2011;306(4):402–9.PubMedCrossRef
28.
go back to reference Madden JM, Graves AJ, Ross-Degnan D, Briesacher BA, Soumerai SB. Cost-related medication nonadherence after implementation of Medicare Part D, 2006-2007. JAMA. 2009;302(16):1755–6.PubMedCrossRef Madden JM, Graves AJ, Ross-Degnan D, Briesacher BA, Soumerai SB. Cost-related medication nonadherence after implementation of Medicare Part D, 2006-2007. JAMA. 2009;302(16):1755–6.PubMedCrossRef
30.
go back to reference Kaiser Family Foundation. Understanding the Effects of the Medicare Part D Coverage Gap in 2008 and 2009: Costs and Consequences Prior to Improvements in Coverage Established by the 2010 Health Reform Law. Menlo Park: The Henry J. Kaiser Family Foundation; 2011. Kaiser Family Foundation. Understanding the Effects of the Medicare Part D Coverage Gap in 2008 and 2009: Costs and Consequences Prior to Improvements in Coverage Established by the 2010 Health Reform Law. Menlo Park: The Henry J. Kaiser Family Foundation; 2011.
31.
go back to reference Fung V, Mangione CM, Huang J, Turk N, Quiter ES, Schmittdiel JA, et al. Falling into the coverage gap: Part D drug costs and adherence for Medicare advantage prescription drug plan beneficiaries with diabetes. Health Serv Res. 2010;45(2):355–75. Epub 2009 Dec 30.PubMedCrossRef Fung V, Mangione CM, Huang J, Turk N, Quiter ES, Schmittdiel JA, et al. Falling into the coverage gap: Part D drug costs and adherence for Medicare advantage prescription drug plan beneficiaries with diabetes. Health Serv Res. 2010;45(2):355–75. Epub 2009 Dec 30.PubMedCrossRef
32.
go back to reference Pedan A, Lu J, Varasteh L. Assessment of drug consumption patterns for Medicare Part D patients. Am J Manage Care. 2009;15(5):323–7. Pedan A, Lu J, Varasteh L. Assessment of drug consumption patterns for Medicare Part D patients. Am J Manage Care. 2009;15(5):323–7.
33.
go back to reference Raebel MA, Delate T, Ellis J, Bayliss EA. Effects of reaching the drug benefit threshold on Medicare members’ healthcare utilization during the first year of Medicare Part D. Med Care. 2008;46(10):1116–22.PubMedCrossRef Raebel MA, Delate T, Ellis J, Bayliss EA. Effects of reaching the drug benefit threshold on Medicare members’ healthcare utilization during the first year of Medicare Part D. Med Care. 2008;46(10):1116–22.PubMedCrossRef
34.
go back to reference Schmittdiel JA, Ettner SL, Fung V, Huang J, Turk N, Quiter ES, et al. Medicare Part D coverage gap and diabetes beneficiaries. Am J Manage Care. 2009;15(3):189–93. Schmittdiel JA, Ettner SL, Fung V, Huang J, Turk N, Quiter ES, et al. Medicare Part D coverage gap and diabetes beneficiaries. Am J Manage Care. 2009;15(3):189–93.
35.
go back to reference Gellad WF, Donohue JM, Zhao X, Zhang Y, Banthin JS. The financial burden from prescription drugs has declined recently for the nonelderly, although it is still high for many. Health Aff (Millwood). 2012;31(2):408–16.CrossRef Gellad WF, Donohue JM, Zhao X, Zhang Y, Banthin JS. The financial burden from prescription drugs has declined recently for the nonelderly, although it is still high for many. Health Aff (Millwood). 2012;31(2):408–16.CrossRef
36.
go back to reference Zhang Y, Gellad WF, Zhou L, Lin YJ, Lave JR. Access to and use of $4 generic programs in Medicare. J Gen Intern Med. 2012 Feb 7 [Epub ahead of print]. Zhang Y, Gellad WF, Zhou L, Lin YJ, Lave JR. Access to and use of $4 generic programs in Medicare. J Gen Intern Med. 2012 Feb 7 [Epub ahead of print].
37.
go back to reference Atiken M, Berndt E, Cutler D. Prescription drug spending trends in the United States: looking beyond the turning point. Health Aff (Millwood). 2009;28(1):w151–60. Epub 2008 Dec 16.CrossRef Atiken M, Berndt E, Cutler D. Prescription drug spending trends in the United States: looking beyond the turning point. Health Aff (Millwood). 2009;28(1):w151–60. Epub 2008 Dec 16.CrossRef
40.
go back to reference UK Prospective Diabetes Study (UKPDS) Group. Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). Lancet. 1998;352(9131):854–65.CrossRef UK Prospective Diabetes Study (UKPDS) Group. Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). Lancet. 1998;352(9131):854–65.CrossRef
41.
go back to reference Ho PM, Rumsfeld JS, Masoudi FA, et al. Effect of medication nonadherence on hospitalization and mortality among patients with diabetes mellitus. Arch Intern Med. 2006;166(17):1836–41.PubMedCrossRef Ho PM, Rumsfeld JS, Masoudi FA, et al. Effect of medication nonadherence on hospitalization and mortality among patients with diabetes mellitus. Arch Intern Med. 2006;166(17):1836–41.PubMedCrossRef
42.
go back to reference Sokol MC, McGuigan KA, Verbrugge RR, et al. Impact of medication adherence on hospitalization risk and healthcare cost. Med Care. 2005;43:521–30.PubMedCrossRef Sokol MC, McGuigan KA, Verbrugge RR, et al. Impact of medication adherence on hospitalization risk and healthcare cost. Med Care. 2005;43:521–30.PubMedCrossRef
43.
go back to reference Balkrishnan R, Rajagopalan R, Camacho FT, Huston SA, Murray FT, Anderson RT. Predictors of medication adherence and associated healthcare costs in an older population with type 2 diabetes mellitus: a longitudinal cohort study. Clin Ther. 2003;25(11):2958–71.PubMedCrossRef Balkrishnan R, Rajagopalan R, Camacho FT, Huston SA, Murray FT, Anderson RT. Predictors of medication adherence and associated healthcare costs in an older population with type 2 diabetes mellitus: a longitudinal cohort study. Clin Ther. 2003;25(11):2958–71.PubMedCrossRef
44.
go back to reference Hong JS, Kang HC. Relationship between oral antihyperglycemic medication adherence and hospitalization, mortality, and healthcare costs in adult ambulatory care patients with type 2 diabetes in South Korea. Med Care. 2011;49(4):378–87.PubMed Hong JS, Kang HC. Relationship between oral antihyperglycemic medication adherence and hospitalization, mortality, and healthcare costs in adult ambulatory care patients with type 2 diabetes in South Korea. Med Care. 2011;49(4):378–87.PubMed
45.
go back to reference Encinosa WE, Bernard D, Dor A. Does prescription drug adherence reduce hospitalizations and costs? The case of diabetes. Adv Health Econ Health Serv Res. 2010;22:151–73.PubMedCrossRef Encinosa WE, Bernard D, Dor A. Does prescription drug adherence reduce hospitalizations and costs? The case of diabetes. Adv Health Econ Health Serv Res. 2010;22:151–73.PubMedCrossRef
47.
go back to reference Qaseem A, Humphrey LL, Sweet DE, Starkey M, Shekelle P, Clinical Guidelines Committee of the American College of Physicians. Oral pharmacologic treatment of type 2 diabetes mellitus: a clinical practice guideline from the American College of Physicians. Ann Intern Med. 2012;156(3):218–31.PubMedCrossRef Qaseem A, Humphrey LL, Sweet DE, Starkey M, Shekelle P, Clinical Guidelines Committee of the American College of Physicians. Oral pharmacologic treatment of type 2 diabetes mellitus: a clinical practice guideline from the American College of Physicians. Ann Intern Med. 2012;156(3):218–31.PubMedCrossRef
48.
go back to reference IMS National Prescription Audit Database, August 2009. IMS National Prescription Audit Database, August 2009.
49.
go back to reference Corrao G, Zambon A, Parodi A, Poluzzi E, Baldi I, Merlino L, et al. Discontinuation of and changes in drug therapy for hypertension among newly-treated patients: a population-based study in Italy. J Hypertens. 2008;26(4):819–24.PubMedCrossRef Corrao G, Zambon A, Parodi A, Poluzzi E, Baldi I, Merlino L, et al. Discontinuation of and changes in drug therapy for hypertension among newly-treated patients: a population-based study in Italy. J Hypertens. 2008;26(4):819–24.PubMedCrossRef
50.
go back to reference IMS Health Statistical Services, personal communication. IMS Health Statistical Services, personal communication.
51.
go back to reference Chen J, Ma Q. Comparison of Pharmacy-based and Diagnosis-based Comorbidity Tools. 2010. Unpublished manuscript. Chen J, Ma Q. Comparison of Pharmacy-based and Diagnosis-based Comorbidity Tools. 2010. Unpublished manuscript.
52.
go back to reference Rosenzweig JL, Weinger K, Poirier-Solomon L, Rushton M. Use of a disease severity index for evaluation of healthcare costs and management of comorbidities of patients with diabetes mellitus. Am J Manage Care. 2002;8(11):950–8. Rosenzweig JL, Weinger K, Poirier-Solomon L, Rushton M. Use of a disease severity index for evaluation of healthcare costs and management of comorbidities of patients with diabetes mellitus. Am J Manage Care. 2002;8(11):950–8.
53.
go back to reference Von Korff M, Wagner DH, Saunders K. A chronic disease score from automated pharmacy data. J Clin Epidemiol. 1992;45:197–203.CrossRef Von Korff M, Wagner DH, Saunders K. A chronic disease score from automated pharmacy data. J Clin Epidemiol. 1992;45:197–203.CrossRef
54.
go back to reference Clark DO, Von Korff M, Saunders K, Baluch WM, Simon GE. A chronic disease score with empirically derived weights. Med Care. 1995;33:783–95.PubMedCrossRef Clark DO, Von Korff M, Saunders K, Baluch WM, Simon GE. A chronic disease score with empirically derived weights. Med Care. 1995;33:783–95.PubMedCrossRef
55.
go back to reference Fishman PA, Shay DK. Development and estimation of a pediatric chronic disease score using automated pharmacy data. Med Care. 1999;37(9):874–83.PubMedCrossRef Fishman PA, Shay DK. Development and estimation of a pediatric chronic disease score using automated pharmacy data. Med Care. 1999;37(9):874–83.PubMedCrossRef
56.
go back to reference Gilmer T, Kronick R, Fishman P, Ganiats TG. Pharmacy-based risk adjustment for public programs. Med Care. 2001;39(11):1188–202.PubMedCrossRef Gilmer T, Kronick R, Fishman P, Ganiats TG. Pharmacy-based risk adjustment for public programs. Med Care. 2001;39(11):1188–202.PubMedCrossRef
57.
go back to reference Sales AE, Liu CR, Sloan KL, Malkin J, Fishman PA, et al. Predicting costs of care using a pharmacy-based measure risk adjustment in a Veteran population. Med Care. 2003;41(6):753–60.PubMed Sales AE, Liu CR, Sloan KL, Malkin J, Fishman PA, et al. Predicting costs of care using a pharmacy-based measure risk adjustment in a Veteran population. Med Care. 2003;41(6):753–60.PubMed
58.
go back to reference Sloan KL, Sales AE, Liu CF, Fishman P, Nichol P, Suzuki NT, et al. Construction and characteristics of the RxRisk-V: a VA-adapted pharmacy-based case-mix instrument. Med Care. 2003;41(6):761–74.PubMed Sloan KL, Sales AE, Liu CF, Fishman P, Nichol P, Suzuki NT, et al. Construction and characteristics of the RxRisk-V: a VA-adapted pharmacy-based case-mix instrument. Med Care. 2003;41(6):761–74.PubMed
59.
go back to reference Putnam KG, Buist DS, Fishman P, Andraded SE, Boles M, Chase GA, et al. Chronic disease score as a predictor of hospitalization. Epidemiology. 2002;13(3):340–6.PubMedCrossRef Putnam KG, Buist DS, Fishman P, Andraded SE, Boles M, Chase GA, et al. Chronic disease score as a predictor of hospitalization. Epidemiology. 2002;13(3):340–6.PubMedCrossRef
60.
go back to reference Lamers LM, van Vliet RC. The pharmacy-based Cost Group model: validating and adjusting the classification of medications for chronic conditions to the Dutch situation. Health Policy. 2004;68:113–21.PubMedCrossRef Lamers LM, van Vliet RC. The pharmacy-based Cost Group model: validating and adjusting the classification of medications for chronic conditions to the Dutch situation. Health Policy. 2004;68:113–21.PubMedCrossRef
61.
go back to reference Lamers LM. Risk-adjusted capitation payments: developing a diagnostic cost groups classification for the Dutch situation. Health Policy. 1998;45:15–32.PubMedCrossRef Lamers LM. Risk-adjusted capitation payments: developing a diagnostic cost groups classification for the Dutch situation. Health Policy. 1998;45:15–32.PubMedCrossRef
62.
go back to reference Schneeweiss S, Wang PS, Avorn J, et al. Improved comorbidity adjustment for predicting mortality in Medicare populations. Health Serv Res. 2003;38:1103–20.PubMedCrossRef Schneeweiss S, Wang PS, Avorn J, et al. Improved comorbidity adjustment for predicting mortality in Medicare populations. Health Serv Res. 2003;38:1103–20.PubMedCrossRef
63.
go back to reference Inzucchi SE, Bergenstal RM, Buse JB, Diamant M, Ferrannini E, Nauck M, Peters AL, Tsapas A, Wender R, Matthews DR, American Diabetes Association (ADA); European Association for the Study of Diabetes (EASD). Management of hyperglycemia in type 2 diabetes: a patient-centered approach: position statement of the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD). Diabetes Care. 2012;35(6):1364–79. Epub 2012 Apr 19.PubMedCrossRef Inzucchi SE, Bergenstal RM, Buse JB, Diamant M, Ferrannini E, Nauck M, Peters AL, Tsapas A, Wender R, Matthews DR, American Diabetes Association (ADA); European Association for the Study of Diabetes (EASD). Management of hyperglycemia in type 2 diabetes: a patient-centered approach: position statement of the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD). Diabetes Care. 2012;35(6):1364–79. Epub 2012 Apr 19.PubMedCrossRef
64.
go back to reference Andrade SE, Kahler KH, Frech F, Chen KA. Methods for evaluation of medication adherence and persistence using automated databases. Pharmacoepidemiol Drug Saf. 2006;15(8):565–74.PubMedCrossRef Andrade SE, Kahler KH, Frech F, Chen KA. Methods for evaluation of medication adherence and persistence using automated databases. Pharmacoepidemiol Drug Saf. 2006;15(8):565–74.PubMedCrossRef
66.
go back to reference Bradley DM, Wiley-Exley EK, Richards S. Contrasting measures of adherence with simple drug use, medication switching, and therapeutic duplication. Ann Pharmacother. 2009;43(1):36–44. Epub 2009 Jan 6.CrossRef Bradley DM, Wiley-Exley EK, Richards S. Contrasting measures of adherence with simple drug use, medication switching, and therapeutic duplication. Ann Pharmacother. 2009;43(1):36–44. Epub 2009 Jan 6.CrossRef
67.
go back to reference Stuart B, Simoni-Wastila L, Yin X, Davidoff A, Zuckerman IH, Doshi J. Medication use and adherence among elderly Medicare beneficiaries with diabetes enrolled in Part D and retiree health plans. Med Care. 2011;49(5):511–5.PubMedCrossRef Stuart B, Simoni-Wastila L, Yin X, Davidoff A, Zuckerman IH, Doshi J. Medication use and adherence among elderly Medicare beneficiaries with diabetes enrolled in Part D and retiree health plans. Med Care. 2011;49(5):511–5.PubMedCrossRef
Metadata
Title
Cost Sharing and Decreased Branded Oral Anti-Diabetic Medication Adherence Among Elderly Part D Medicare Beneficiaries
Authors
Naomi C. Sacks, PhD
James F. Burgess Jr., PhD
Howard J. Cabral, PhD, MPH
Steven D. Pizer, PhD
Marie E. McDonnell, MD
Publication date
01-07-2013
Publisher
Springer-Verlag
Published in
Journal of General Internal Medicine / Issue 7/2013
Print ISSN: 0884-8734
Electronic ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-013-2342-3

Other articles of this Issue 7/2013

Journal of General Internal Medicine 7/2013 Go to the issue

Innovation and Improvement: Interval Examination

Interval Examination: Moving Toward Open Notes

Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.