Adherence to Guidelines and its Effects on Hospitalizations with Complications of Type 2 Diabetes
Open accessAbstract
OBJECTIVES: To study the discrepancy between actual and recommended rates of use among several measures of screening for complications of diabetes in a national longitudinal sample, the correlations among measures of adherence, and whether or not higher rates of adherence reduce hospitalizations for complications of diabetes. The key study hypothesis was that lack of adherence to professional recommendations for diabetes care leads to adverse health outcomes for elderly persons. METHODS: Administrative claims and survey data for 1994-1999 on a nationally representative sample of Medicare beneficiaries age 65+. Principal components analysis and instrumental variables probit regression methods were used. RESULTS: Most Medicare beneficiaries diagnosed with type 2 diabetes had at least one physician visit per year, but rates of screening (eye examinations and HbA1c, lipid, microalbumin and urine tests) fell far short of recommendations. Correlations among use rates for various types of screening were positive but far less than one, suggesting that failure to screen reflects a complex set of underlying factors. Increased rates of adherence were observed for HbA1c and lipid testing over the observation period. Higher use was associated with lower rates of hospitalization for complications of diabetes (vascular (p=0.007), renal (p=0.002), and other complication (p=0.005)). CONCLUSIONS: Adherence to guidelines was associated with significantly reduced rates of hospitalization. Continued analysis of the trends in clinical practice is needed to demonstrate the effectiveness of standardized guidelines for the care of patients with diabetes.
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Nonadherence to these health behaviors is independently associated with poor glycemic control; increased rates of vascular, renal, and other complications; and mortality.
“Nonadherence to these health behaviors is independently associated with poor glycemic control; increased rates of vascular, renal, and other complications; and mortality. 4,5,7”
From Feasibility and acceptability of a positive psychological intervention for patients with type 2 diabetes (2016) · cites this paper as [7]
The Abstract (page not provided) reports that greater adherence to diabetes screening guidelines was associated with fewer hospitalizations for vascular, renal, and other complications in Medicare beneficiaries aged 65 or older. The paper does not establish that nonadherence to health behaviors increased complication rates themselves: the Conclusion says patient-specific glycemic control was unavailable, and the Discussion says the study did not capture mortality. (LLM, conf=0.90)
Experimental — accuracy not yet measuredNonadherence in type 2 diabetes is independently associated with poor glycemic control, increased rates of vascular, renal, and other complications, and mortality.
“Nonadherence in T2D is independently associated with poor glycemic control, increased rates of vascular, renal, and other complications, and mortality [7, 8, 11].”
From Positive Psychological Interventions for Patients with Type 2 Diabetes: Rationale, Theoretical Model, and Intervention Development (2015) · cites this paper as [11]
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Cites
(1993) · New England Journal of Medicine · doi:10.1056/nejm199309303291401 · Cited by 24,667 · see citing works
Why Don't Physicians Follow Clinical Practice Guidelines?: A Framework for Improvement
Cabana, M. D., Rand, C. S., Powe, N. R., Wu, A. W., Wilson, M. H., Abboud, P.-A. C., & Rubin, H. R. (1999) · JAMA · doi:10.1001/jama.282.15.1458 · Cited by 6,677 · see citing works
The quality of health care delivered to adults in the United States
McGlynn, E. A., Asch, S. M., Adams, J., Keesey, J., Hicks, J., DeCristofaro, A., & Kerr, E. A. (2003) · New England Journal of Medicine · doi:10.1056/nejmsa022615 · Cited by 5,079 · see citing works
Gupta, A., & Uribarri, J. (2016) · Hormone Research in Paediatrics · doi:10.1159/000444053 · Cited by 4,019 · see citing works
Dunteman, G. H. (1989) · Sage eBooks · doi:10.4135/9781412985475 · Cited by 2,677 · see citing works
An Exogeneity Test for a Simultaneous Equation Tobit Model with an Application to Labor Supply
Smith, R. J., & Blundell, R. W. (1986) · Econometrica · doi:10.2307/1911314 · Cited by 1,158 · see citing works
Clinical Practice Recommendations
Fowler, M. J. (2011) · Clinical Diabetes · doi:10.2337/diaclin.29.4.163 · Cited by 996 · see citing works
Efficient estimation of limited dependent variable models with endogenous explanatory variables
Newey, W. K. (1987) · Journal of Econometrics · doi:10.1016/0304-4076(87)90001-7 · Cited by 992 · see citing works
The Patient-Provider Relationship: Attachment Theory and Adherence to Treatment in Diabetes
Ciechanowski, P. S., Katon, W. J., Russo, J. E., & Walker, E. A. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.1.29 · Cited by 604 · see citing works
Why Don't Physicians Follow Clinical Practice Guidelines? A Framework for Improvement
Cabana, M. D., Rand, C. S., Powe, N. R., Wu, A. W., Wilson, M. E. H., Abboud, P.-A. C., & Rubin, H. R. (1999) · Pediatric Research · doi:10.1203/00006450-199904020-00719 · Cited by 604 · see citing works
Change in the Quality of Care Delivered to Medicare Beneficiaries, 1998-1999 to 2000-2001
Jencks, S. F., Huff, E. D., & Cuerdon, T. (2003) · JAMA · doi:10.1001/jama.289.3.305 · Cited by 548 · see citing works
Cost-Effectiveness of Detecting and Treating Diabetic Retinopathy
Javitt, J. C., & Aiello, L. P. (1996) · Annals of Internal Medicine · doi:10.7326/0003-4819-124-1_part_2-199601011-00017 · Cited by 411 · see citing works
Identifying Persons with Diabetes Using Medicare Claims Data
Hebert, P. L., Geiss, L. S., Tierney, E. F., Engelgau, M. M., Yawn, B. P., & McBean, A. M. (1999) · American Journal of Medical Quality · doi:10.1177/106286069901400607 · Cited by 403 · see citing works
Variation in Office-Based Quality
Weiner, J. P. (1995) · JAMA · doi:10.1001/jama.1995.03520430039036 · Cited by 345 · see citing works
Eastman, R. C., Javitt, J. C., Herman, W. H., Dasbach, E. J., Copley‐Merriman, C., Maier, W. C., Dong, F., Manninen, D. L., Zbrozek, A. S., Kotsanos, J. G., et al. (1997) · Diabetes Care · doi:10.2337/diacare.20.5.735 · Cited by 333 · see citing works
Quality of Health Care Delivered to Adults in the United States
Spiegel, M., & Pechlaner, C. (2003) · New England Journal of Medicine · doi:10.1056/nejm200311063491916 · Cited by 318 · see citing works
Principal Components and Factor Analysis
(2003) · Data handling in science and technology · doi:10.1016/s0922-3487(08)70234-x · Cited by 311 · see citing works
Vijan, S. (2000) · JAMA · doi:10.1001/jama.283.7.889 · Cited by 295 · see citing works
Diagnosis-based risk adjustment for Medicare capitation payments.
Ellis, R. P., Pope, G. C., Iezzoni, L. I., Ayanian, J. Z., Bates, D. W., Burstin, H. R., & Ash, A. S. (1996) · PubMed Central · Cited by 288 · see citing works
Model of Complications of NIDDM: I. Model construction and assumptions
Eastman, R. C., Javitt, J. C., Herman, W. H., Dasbach, E. J., Zbrozek, A. S., Dong, F., Manninen, D. L., GARFIELD, S. A., Copley‐Merriman, C., Maier, W. C., et al. (1997) · Diabetes Care · doi:10.2337/diacare.20.5.725 · Cited by 259 · see citing works
Estimated benefits of glycemic control in microvascular complications in type 2 diabetes
Vijan, S., Hofer, T. P., & Hayward, R. A. (1997) · Annals of Internal Medicine · doi:10.7326/0003-4819-127-9-199711010-00003 · Cited by 228 · see citing works
The role of patient, physician and systemic factors in the management of type 2 diabetes mellitus
Brown, J. B. (2002) · Family Practice · doi:10.1093/fampra/19.4.344 · Cited by 190 · see citing works
Longitudinal rates of annual eye examinations of persons with diabetes and chronic eye diseases
Lee, P. P., Feldman, Z. W., Ostermann, J., Brown, D. S., & Sloan, F. A. (2003) · Ophthalmology · doi:10.1016/s0161-6420(03)00817-0 · Cited by 184 · see citing works
Self-citationStool, S., Berg, A., Berman, S., & Carney, C. J. (1994) · Archives of Otolaryngology - Head and Neck Surgery · doi:10.1001/archotol.1994.01880320005001 · Cited by 180 · see citing works
The prevalence of multiple diabetes‐related complications
Morgan, C. L., Currie, C. J., Stott, N. C. H., Smithers, M., Butler, C., & Peters, J. R. (2000) · Diabetic Medicine · doi:10.1046/j.1464-5491.2000.00222.x · Cited by 145 · see citing works
Building a Better Quality Measure
Kerr, E. A., Smith, D., Hogan, M. M., Hofer, T. P., Krein, S. L., Bermann, M., & Hayward, R. A. (2003) · Medical Care · doi:10.1097/01.mlr.0000088453.57269.29 · Cited by 122 · see citing works
Weller, S. C., & KimballRomney, A. (1990) · Sage eBooks · doi:10.4135/9781412985048.n3 · Cited by 122 · see citing works
Physician and Patient Prevention Practices in NIDDM in a Large Urban Managed-Care Organization
Martin, T. L., Selby, J. V., & Zhang, D. (1995) · Diabetes Care · doi:10.2337/diacare.18.8.1124 · Cited by 120 · see citing works
Adherence to American Diabetes Association Standards of Care by Rural Health Care Providers
Coon, P. J., & Zulkowski, K. M. (2002) · Diabetes Care · doi:10.2337/diacare.25.12.2224 · Cited by 108 · see citing works
AMERICAN OPTOMETRIC ASSOCIATION
Kiekenapp, E. H. (1926) · Optometry and Vision Science · doi:10.1097/00006324-192611000-00017 · Cited by 108 · see citing works
Weiner, J. P. (1995) · JAMA · doi:10.1001/jama.273.19.1503 · Cited by 106 · see citing works
Glycemic control in diabetes mellitus: have changes in therapy made a difference?
Nathan, D. M., McKitrick, C., Larkin, M., Schaffran, R., & Singer, D. E. (1996) · The American Journal of Medicine · doi:10.1016/s0002-9343(97)89453-3 · Cited by 79 · see citing works
Cost-Effectiveness of Detecting and Treating Diabetic Retinopathy
Javitt, J. C., & Aiello, L. P. (1996) · Annals of Internal Medicine · doi:10.7326/0003-4819-125-11-199612010-00020 · Cited by 30 · see citing works
10. Principal Components and Factor Analysis
Hoffmann, J. P. (2019) · University of California Press eBooks · doi:10.1525/9780520965492-012 · Cited by 16 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- Jencks SF, Huff ED, Cuerdon T. Changes in the quality of care delivered to Medicare beneficiaries, 19981999 to 20002001. JAMA 2003. 289(3):305312.
- Greene WH. Econometric Analysis, 5 th ed. Prentice Hall, Upper Saddle River, NJ, 2003.
- Morgan CL, Currie CJ, Stott NC, Smithers M, Butler CC, Peters JR. The prevalence of multiple diabetesrelated compli- cations. Diabet Med 2000. 17(2):146151.
Cited by
Sorted by citations
Huffman, J. C., DuBois, C. M., Millstein, R. A., Celano, C. M., & Wexler, D. (2015) · Journal of Diabetes Research · doi:10.1155/2015/428349 · Cited by 127 · see citing works
A pay-for-performance program for diabetes care in Taiwan: a preliminary assessment.
Lee, T.-T., Cheng, S., Chen, C., & Lai, M. (2010) · PubMed · Cited by 106 · see citing works
Preferences, Beliefs, and Self‐Management of Diabetes
Sloan, F. A., Padrón, N. A., & Platt, A. C. (2009) · Health Services Research · doi:10.1111/j.1475-6773.2009.00957.x · Cited by 65 · see citing works
Self-citationKalra, S., Das, A. K., Sahay, R. K., Baruah, M. P., TIWASKAR, M. H., Das, S., Chatterjee, S., Saboo, B., Bantwal, G., Bhattacharya, S., et al. (2019) · Diabetes Therapy · doi:10.1007/s13300-019-0669-4 · Cited by 58 · see citing works
Ophthalmic Screening Patterns Among Youths With Diabetes Enrolled in a Large US Managed Care Network
Wang, S. Y., Andrews, C. A., Gardner, T. W., Wood, M., Singer, K., & Stein, J. D. (2017) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2017.0089 · Cited by 56 · see citing works
Diabetes management in the real world and the impact of adherence to guideline recommendations
Lian, J., & Liang, Y. M. (2014) · Current Medical Research and Opinion · doi:10.1185/03007995.2014.952716 · Cited by 54 · see citing works
Sloan, F. A., Feinglos, M. N., & Grossman, D. S. (2010) · Health Services Research · doi:10.1111/j.1475-6773.2010.01157.x · Cited by 47 · see citing works
Self-citationDuBois, C. M., Millstein, R. A., Celano, C. M., Wexler, D. J., & Huffman, J. C. (2016) · The Primary Care Companion For CNS Disorders · doi:10.4088/pcc.15m01902 · Cited by 45 · see citing works
Translational research in nephrology: chronic kidney disease prevention and public health
Brück, K., Stel, V. S., Fraser, S. D., de Goeij, M. C. M., Caskey, F. J., Abu–Hanna, A., & Jager, K. J. (2015) · Clinical Kidney Journal · doi:10.1093/ckj/sfv082 · Cited by 45 · see citing works
The Contribution of Regional Networks to Innovation and Challenges for Regional Policy
Gellynck, X., & VERMEIRE, B. (2009) · International Journal of Urban and Regional Research · doi:10.1111/j.1468-2427.2009.00887.x · Cited by 45 · see citing works
Changes in Incidence of Diabetes Mellitus–Related Eye Disease Among US Elderly Persons, 1994-2005
Sloan, F. A. (2008) · Archives of Ophthalmology · doi:10.1001/archopht.126.11.1548 · Cited by 44 · see citing works
Self-citationHome, P., HADDAD, J. A., Latif, Z. A., Soewondo, P., Benabbas, Y., Litwak, L., Güler, S., Chen, J.-W., & Zilov, A. V. (2013) · Diabetes Therapy · doi:10.1007/s13300-013-0022-2 · Cited by 33 · see citing works
Sloan, F. A., Grossman, D. S., & Lee, P. P. (2009) · Ophthalmology · doi:10.1016/j.ophtha.2009.03.010 · Cited by 33 · see citing works
Self-citationRenard, L., Bocquet, V. G., Vidal-Trecan, G. M., Lair, M., & Blum‐Boisgard, C. (2013) · PLoS ONE · doi:10.1371/journal.pone.0080162 · Cited by 31 · see citing works
Impact of Disease Management on Utilization and Adherence With Drugs and Tests
Thiebaud, P., Demand, M., Wolf, S. A., Alipuria, L. L., Ye, Q., & Gutierrez, P. R. (2008) · Diabetes Care · doi:10.2337/dc07-2118 · Cited by 23 · see citing works
Huber, C. A., Brändle, M., Rapold, R., Reich, O., & Rosemann, T. J. (2016) · Patient Preference and Adherence · doi:10.2147/ppa.s99895 · Cited by 22 · see citing works
Nieto-Martínez, R. E., Gonzalez-Rivas, J. P., Florez, H. J., & Mechanick, J. I. (2016) · Endocrinology and Metabolism Clinics of North America · doi:10.1016/j.ecl.2016.06.002 · Cited by 18 · see citing works
Hatakeyama, Y., Seto, K., Amin, R., Kitazawa, T., Fujita, S., Matsumoto, K., & Hasegawa, T. (2019) · BMC Health Services Research · doi:10.1186/s12913-019-4532-0 · Cited by 17 · see citing works
Li, P.-I., Wang, J.-N., & Guo, H. (2018) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2018.02.027 · Cited by 11 · see citing works
Amin, H. S., Alkadhaib, A. A., Modahi, N., Alharbi, A. M., & Alkhelaif, A. A. (2016) · Journal of Taibah University Medical Sciences · doi:10.1016/j.jtumed.2016.05.008 · Cited by 10 · see citing works
Adherence to professional society guidelines among women with stress or mixed urinary incontinence
Pan, L., Datar, M. V., McKinney, J. L., Keyser, L. E., Goss, T. F., & Pulliam, S. J. (2022) · Neurourology and Urodynamics · doi:10.1002/nau.24986 · Cited by 9 · see citing works
Determinants of Health-Promoting Behaviors among Type 2 Diabetic Patients: Voice of Iran
Tol, A., Mohebbi, B., Sadeghi, R., Maheri, A. B., & Eshraghian, M. R. (2014) · Open Journal of Endocrine and Metabolic Diseases · doi:10.4236/ojemd.2014.49021 · Cited by 9 · see citing works
Farcher, R., Graber, S. M., Thüring, N., Blozik, E., & Huber, C. A. (2023) · BMC Health Services Research · doi:10.1186/s12913-023-09694-z · Cited by 8 · see citing works
Hatakeyama, Y., Seto, K., Onishi, R., Hirata, K., Matsumoto, K., Wu, Y., & Hasegawa, T. (2023) · BMJ Open · doi:10.1136/bmjopen-2022-063639 · Cited by 6 · see citing works
Nerat, T., & Kos, M. (2013) · Slovenian Journal of Public Health · doi:10.2478/sjph-2013-0018 · Cited by 6 · see citing works
Corrao, G., Rea, F., Mancia, G., Perseghin, G., Merlino, L. G., Martini, N., Carbone, S., Carle, F., Bucci, A., Carle, F., et al. (2021) · Nutrition Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2021.07.014 · Cited by 4 · see citing works
Knoll, B., Horwitz, L. I., Garry, K., McCloskey, J., Nagler, A. R., Weerahandi, H. M., Chung, W.-Y., & Blecker, S. (2022) · Journal of General Internal Medicine · doi:10.1007/s11606-021-07224-3 · Cited by 4 · see citing works
Laberge, M., & Kone, A. P. (2016) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2016.02.010 · Cited by 4 · see citing works
Li, P.-I., Wang, J.-N., & Guo, H. (2017) · Nephrology Dialysis Transplantation · doi:10.1093/ndt/gfx375 · Cited by 4 · see citing works
Handoko, H., Rahardjo, S., & Murti, B. (2018) · Indonesian Journal of Medicine · doi:10.26911/theijmed.2018.03.01.01 · Cited by 5 · see citing works
Franch‐Nadal, J., García-Gollarte, F., del Molino, A. P., Peña, M. L. O., de Miguel, M. R., Klinkas, M. M., de Paz, H. D., Aceituno, S., & Rodríguez‐Fortúnez, P. (2018) · Clinical Drug Investigation · doi:10.1007/s40261-018-0713-6 · Cited by 3 · see citing works
Gray, A. A., Madrigal-Bauguss, J. A., Russell, H. F., & Rose, J. (2019) · Journal of Spinal Cord Medicine · doi:10.1080/10790268.2019.1583453 · Cited by 2 · see citing works
Li, P.-I., & Guo, H. (2023) · World Journal of Diabetes · doi:10.4239/wjd.v14.i7.1091 · Cited by 1 · see citing works
Malik, J. A., & Aslam, N. (2020) · Springer eBooks · doi:10.1007/978-3-030-33286-0_4 · Cited by 1 · see citing works
Liu, N., Fujino, Y., Fujimoto, K., Ohtani, M., Imamura, H., & Matsuda, S. (2022) · Diabetology International · doi:10.1007/s13340-022-00584-z · Cited by 1 · see citing works
Reimagining Patient Data Access for Researchers
Parente, S. T., & Phelps, C. E. (2023) · Value in Health · doi:10.1016/j.jval.2023.06.012 · Cited by 1 · see citing works
Nilsson, K. (2016) · KTH Publication Database DiVA (KTH Royal Institute of Technology) · Cited by 1 · see citing works
Hatakeyama, Y., Seto, K., Onishi, R., Hirata, K., Matsumoto, K., & Hasegawa, T. (2025) · International Journal of Healthcare Management · doi:10.1080/20479700.2025.2502745
Farcher, R., Graber, S. M., Thüring, N., Blozik, E., & Huber, C. A. (2023) · Figshare · doi:10.6084/m9.figshare.23606992
Farcher, R., Graber, S. M., Thüring, N., Blozik, E., & Huber, C. A. (2023) · Figshare · doi:10.6084/m9.figshare.23606989
Chronic Care Management to Improve Adherence: A Comparison of Approaches in the Care of Diabetes
Gervais, M. E. (2010) · VCU Scholars Compass (Virginia Commonwealth University) · doi:10.25772/mnf2-h634
- Authors
- Sloan, F. A., Bethel, M. A., Lee, P. P., Brown, D. S., & Feinglos, M. N.
- Affiliations
- Duke University (US)
- Duke Medical Center (US)
- Venue
- The Review of Diabetic Studies
- Publisher
- Raiya Academic International LLC
- Published
- 2004
- Volume
- 1
- Issue
- 1
- Pages
- 29-29
- ISSN
- 1613-6071 (ISSN-L)
- 1613-0575
- PMC
- PMC1783530
- OpenAlex
- W137489616
- Cited by
- 41
- References
- 37
- Citations by year
- 2025: 1 · 2023: 6 · 2022: 3 · 2021: 1 · 2020: 1 · 2019: 3 · 2018: 3 · 2017: 2 · 2016: 6 · 2015: 2 · 2014: 2 · 2013: 3
- FWCI
- 0.00
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- The Review of Diabetic Studies (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute on Aging
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Family Practice › Medication Adherence and Compliance
- Keywords
- type 2 diabetes, guideline adherence, diabetes complications, hospitalization, diabetes screening, HbA1c testing, lipid testing, microalbuminuria, eye examination, Medicare beneficiaries, older adults, vascular complications, renal complications
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