Barriers to diabetes management: patient and provider factors
Abstract
Despite significant advances in diagnosis and treatment, the persistence of inadequate metabolic control continues. Poor glycemic control may be reflected by both the failure of diabetes self-management by patients as well as inadequate intervention strategies by clinicians. The purpose of this systematic review is to summarize existing knowledge regarding various barriers of diabetes management from the perspectives of both patients and clinicians. A search of PubMed, CINAHL, ERIC, and PsycINFO identified 1454 articles in English published between 1990 and 2009, addressing type 2 diabetes, patient's barriers, clinician's barriers, and self-management. Patients' adherence, attitude, beliefs, and knowledge about diabetes may affect diabetes self-management. Culture and language capabilities influence the patient's health beliefs, attitudes, health literacy, thereby affecting diabetes self-management. Other influential factors include the patient's financial resources, co-morbidities, and social support. Clinician's attitude, beliefs and knowledge about diabetes also influence diabetes management. Clinicians may further influence the patient's perception through effective communication skills and by having a well-integrated health care system. Identifying barriers to diabetes management is necessary to improve the quality of diabetes care, including the improvement of metabolic control, and diabetes self-management. Further research that considers these barriers is necessary for developing interventions for individuals with type 2 diabetes.
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Personal style, defined as the perceived fit between the intervention and the preferred style of clinical practice, personality, and philosophical opposition to the intervention, was presented exclusively as a barrier.
“Personal style, defined as the perceived fit between the intervention and the preferred style of clinical practice, such as clinicians’ communication style [78, 79], personality [54] and philosophical opposition to the intervention [69, 76], were presented exclusively as barriers.”
From Achieving change in primary care—causes of the evidence to practice gap: systematic reviews of reviews (2015) · cites this paper as [78]
Visiting a health care team can be costly and time-consuming for people with type 2 diabetes, and most people with type 2 diabetes do not see their health professionals enough.
“Visiting a health care team can be costly and time-consuming for people with type 2 diabetes, with evidence suggesting most people with type 2 diabetes do not see their health professionals enough [3].”
From Effect of virtual care in type 2 diabetes management – a systematic umbrella review of systematic reviews and meta-analysis (2025) · cites this paper as [3]
Suboptimal self-management can result from functional limitations, insufficient diabetes education, forgetting and disrupted routines, or psychosocial barriers such as inadequate social support, misinformation, emotional distress, or poor problem-solving and coping skills.
“Suboptimal self-management may be due to functional limitations (e.g., blindness, problems with dexterity, low health literacy and numeracy), lack of appropriate diabetes education, forgetting and disruption in routines,”
From Psychosocial care for people with diabetes: a position statement of the American Diabetes Association (2016) · cites this paper as [30]
Cites
Global and societal implications of the diabetes epidemic
Zimmet, P., Alberti, K. G. M. M., & Shaw, J. (2001) · Nature · doi:10.1038/414782a · Cited by 5,883 · see citing works
Social Relationships and Health.
Cohen, S. (2004) · American Psychologist · doi:10.1037/0003-066x.59.8.676 · Cited by 4,852 · see citing works
The Prevalence of Comorbid Depression in Adults With Diabetes
Anderson, R. J., Freedland, K. E., Clouse, R. E., & Lustman, P. J. (2001) · Diabetes Care · doi:10.2337/diacare.24.6.1069 · Cited by 3,926 · see citing works
Depression and poor glycemic control: a meta-analytic review of the literature.
Lustman, P. J., Anderson, R. J., Freedland, K. E., de Groot, M., Carney, R. M., & Clouse, R. E. (2000) · Diabetes Care · doi:10.2337/diacare.23.7.934 · Cited by 1,854 · see citing works
Schillinger, D., Piette, J. D., Grumbach, K., Wang, F. M., Wilson, C., Daher, C., Leong-Grotz, K., Castro, C. M., & Bindman, A. B. (2003) · Archives of Internal Medicine · doi:10.1001/archinte.163.1.83 · Cited by 1,179 · see citing works
Peyrot, M., Rubin, R. R., Lauritzen, T., Snoek, F. J., Matthews, D. R., & Skovlund, S. E. (2005) · Diabetic Medicine · doi:10.1111/j.1464-5491.2005.01644.x · Cited by 931 · see citing works
Patient Empowerment: Results of a randomized controlled trial
Anderson, R. M., Funnell, M. M., Butler, P. M., Arnold, M. S., Fitzgerald, J. T., & Feste, C. (1995) · Diabetes Care · doi:10.2337/diacare.18.7.943 · Cited by 803 · see citing works
The Handbook of health behavior change
(2009) · Choice Reviews Online · doi:10.5860/choice.46-6233 · Cited by 616 · 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
Wright, A. D., Burden, A. C., Paisey, R., Cull, C. A., Holman, R. R., & for the U.K. Prospective Diabetes Study Group (2002) · Diabetes Care · doi:10.2337/diacare.25.2.330 · Cited by 553 · see citing works
Descriptions of Barriers to Self-Care by Persons with Comorbid Chronic Diseases
Bayliss, E. A. (2003) · The Annals of Family Medicine · doi:10.1370/afm.4 · Cited by 537 · see citing works
Development and verification of validity and reliability of the WHOQOL-BREF Taiwan version.
Yao, G., Chung, C.-W., Yu, C.-F., & Wang, J. (2002) · PubMed · Cited by 493 · see citing works
Levels and risks of depression and anxiety symptomatology among diabetic adults
Peyrot, M., & Rubin, R. R. (1997) · Diabetes Care · doi:10.2337/diacare.20.4.585 · Cited by 488 · see citing works
Schillinger, D., Bindman, A. B., Wang, F. M., Stewart, A. L., & Piette, J. D. (2003) · Patient Education and Counseling · doi:10.1016/s0738-3991(03)00107-1 · Cited by 484 · see citing works
Is Glycemic Control Improving in U.S. Adults?
Hoerger, T. J., Segel, J. E., Gregg, E. W., & SAADDINE, J. B. (2007) · Diabetes Care · doi:10.2337/dc07-1572 · Cited by 477 · see citing works
Kinmonth, A. L., Woodcock, A., Griffin, S., Spiegal, N., & Campbell, M. J. (1998) · BMJ · doi:10.1136/bmj.317.7167.1202 · Cited by 474 · see citing works
Patients’ perceived barriers to active self-management of chronic conditions
Jerant, A. F., von Friederichs-Fitzwater, M. M., & Moore, M. (2004) · Patient Education and Counseling · doi:10.1016/j.pec.2004.08.004 · Cited by 472 · see citing works
Treatment adherence and risk of death after a myocardial infarction
Horwitz, R. I., Viscoli, C. M., Donaldson, R. M., Murray, C. J. L., Ransohoff, D. F., Horwitz, R. I., Berkman, L. F., Horwitz, S. M., Ransohoff, D. F., & Sindelar, J. L. (1990) · The Lancet · doi:10.1016/0140-6736(90)92095-y · Cited by 453 · see citing works
Effects of Nortriptyline on Depression and Glycemic Control in Diabetes
Lustman, P. J., Griffith, L. S., Clouse, R. E., Freedland, K. E., Eisen, S. A., Rubin, E. H., Carney, R. M., & McGill, J. B. (1997) · Psychosomatic Medicine · doi:10.1097/00006842-199705000-00007 · Cited by 405 · see citing works
Adherence to Treatment and Health Outcomes
Horwitz, R. I. (1993) · Archives of Internal Medicine · doi:10.1001/archinte.1993.00410160017001 · Cited by 367 · see citing works
The impact of barriers and self-efficacy on self-care behaviors in type 2 diabetes
Aljasem, L. I., Peyrot, M., Wissow, L., & Rubin, R. R. (2001) · The Diabetes Educator · doi:10.1177/014572170102700309 · Cited by 331 · see citing works
Heisler, M., Piette, J. D., Spencer, M., Kieffer, E., & Vijan, S. (2005) · Diabetes Care · doi:10.2337/diacare.28.4.816 · Cited by 326 · see citing works
Randomised controlled trial of structured personal care of type 2 diabetes mellitus
Olivarius, N. D. F., Beck-Nielsen, H., Andreasen, A., Hørder, M., & Pedersen, P. A. (2001) · British medical journal · doi:10.1136/bmj.323.7319.970 · Cited by 323 · see citing works
Group Visits Improve Metabolic Control in Type 2 Diabetes
Trento, M., Passera, P., Tomalino, M., Bajardi, M., Pomero, F., Allione, A., Vaccari, P., Molinatti, G. M., & Porta, M. (2001) · Diabetes Care · doi:10.2337/diacare.24.6.995 · Cited by 299 · see citing works
Injection related anxiety in insulin-treated diabetes
Zambanini, A., Newson, R. B., Maisey, M., & Feher, M. D. (1999) · Diabetes Research and Clinical Practice · doi:10.1016/s0168-8227(99)00099-6 · Cited by 289 · see citing works
Barriers to Self-Management and Quality-of-Life Outcomes in Seniors With Multimorbidities
Bayliss, E. A., Ellis, J. L., & Steiner, J. F. (2007) · The Annals of Family Medicine · doi:10.1370/afm.722 · Cited by 288 · see citing works
Attitudes of Primary Care Providers Toward Diabetes: Barriers to guideline implementation
Larme, A. C., & Pugh, J. A. (1998) · Diabetes Care · doi:10.2337/diacare.21.9.1391 · Cited by 280 · see citing works
NIDDM Patients' Fears and Hopes About Insulin Therapy: The basis of patient reluctance
Hunt, L. M., Valenzuela, M. A., & Pugh, J. A. (1997) · Diabetes Care · doi:10.2337/diacare.20.3.292 · Cited by 272 · see citing works
Social relationships as predictors of depression and suicidal ideation in older adults
Vanderhorst, R., & McLaren, S. (2005) · Aging & Mental Health · doi:10.1080/13607860500193062 · Cited by 266 · see citing works
Piette, J. D., Weinberger, M., & McPhee, S. J. (2000) · Medical Care · doi:10.1097/00005650-200002000-00011 · Cited by 262 · see citing works
Wens, J., Vermeire, E., Royen, P. V., Sabbe, B., & Denekens, J. (2005) · BMC Family Practice · doi:10.1186/1471-2296-6-20 · Cited by 196 · 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
A "family-based" approach to the treatment of obese Type II diabetic patients.
Wing, R. R., Marcus, M. D., Epstein, L. H., & Jawad, A. F. (1991) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.59.1.156 · Cited by 183 · see citing works
DAILEY, G. E., Kim, M. S., & Lian, J. (2001) · Clinical Therapeutics · doi:10.1016/s0149-2918(01)80110-7 · Cited by 176 · see citing works
Factors affecting diabetes knowledge in Type 2 diabetic veterans
Adam, K. D., Wendel, C., Solvas, P. A., Hoffman, R. M., Duckworth, W. C., Murata, G. H., Shah, J. H., & Bokhari, S. U. (2003) · Diabetologia · doi:10.1007/s00125-003-1161-1 · Cited by 164 · see citing works
Measuring Psychological Insulin Resistance
Larkin, M. E., Capasso, V. A., Chen, C., Mahoney, E. K., Hazard, B. P., Cagliero, E., & Nathan, D. M. (2008) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721708317869 · Cited by 157 · see citing works
A "family-based" approach to the treatment of obese Type II diabetic patients.
Wing, R. R., Marcus, M. D., Epstein, L. H., et al. (1991) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.59.1.156 · Cited by 149 · see citing works
The Relationship of Treatment Adherence to the Risk of Death After Myocardial Infarction in Women
Gallagher, E. J. (1993) · JAMA · doi:10.1001/jama.1993.03510060088038 · Cited by 141 · see citing works
Measuring beliefs about taking hypoglycaemic medication among people with Type 2 diabetes
Farmer, A. A., Kinmonth, A. L., & Sutton, S. R. (2005) · Diabetic Medicine · doi:10.1111/j.1464-5491.2005.01778.x · Cited by 138 · see citing works
Dezii, C. M., Kawabata, H., & TRAN, M. (2002) · Southern Medical Journal · doi:10.1097/00007611-200295010-00014 · Cited by 130 · see citing works
Kuo, Y., Raji, M. A., Markides, K. S., Ray, L. A., Espino, D. V., & Goodwin, J. S. (2003) · Diabetes Care · doi:10.2337/diacare.26.11.3054 · Cited by 124 · see citing works
Ziemer, D. C., Doyle, J. P., Barnes, C. S., Branch, W. T., Cook, C. B., El-Kebbi, I. M., Gallina, D. L., Kolm, P., Rhee, M. K., & Phillips, L. S. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.5.507 · Cited by 110 · see citing works
A Systematic Review of Research on Culturally Relevant Issues for Hispanics With Diabetes
Caban, A., & Walker, E. A. (2006) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721706290435 · Cited by 107 · see citing works
Chao, J., Nau, D. P., Aikens, J. E., & Taylor, S. D. (2005) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2005.09.002 · Cited by 105 · see citing works
Lay perceptions of type 2 diabetes in Scotland: bringing health services back in
Lawton, J., Peel, E., Parry, O., Araoz, G., & Douglas, M. J. (2004) · Social Science & Medicine · doi:10.1016/j.socscimed.2004.08.013 · Cited by 102 · see citing works
Attitudes and Issues in Treating Latino Patients With Type 2 Diabetes: Views of Healthcare Providers
Lipton, R. B., Losey, L., Giachello, A., Mendez, J. J., & Girotti, M. (1998) · The diabetes educator · doi:10.1177/014572179802400109 · Cited by 100 · see citing works
Persell, S. D. (2004) · Preventive Medicine · doi:10.1016/j.ypmed.2004.02.045 · Cited by 98 · see citing works
Factors influencing the attitudes held by women with type II diabetes: a qualitative study
Dietrich, U. C. (1996) · Patient Education and Counseling · doi:10.1016/0738-3991(96)00930-5 · Cited by 96 · see citing works
The Role of Social Support in the Self‐Management of Diabetes Mellitus Among a Hispanic Population
Gleeson‐Kreig, J., Bernal, H., & Woolley, S. (2002) · Public Health Nursing · doi:10.1046/j.0737-1209.2002.19310.x · Cited by 90 · see citing works
de Weerdt, I., Visser, A. P., Kok, G., & van der Veen, E. A. (1990) · Social Science & Medicine · doi:10.1016/0277-9536(90)90159-p · Cited by 84 · see citing works
Glycemic Control in English- vs Spanish-Speaking Hispanic Patients With Type 2 Diabetes Mellitus
LASATER, L. C., Davidson, A. J., Steiner, J. F., & Mehler, P. S. (2001) · Archives of Internal Medicine · doi:10.1001/archinte.161.1.77 · Cited by 84 · see citing works
Misunderstandings about illness and treatment among patients with type 2 diabetes
Holmström, I., & Rosenqvist, U. (2005) · Journal of Advanced Nursing · doi:10.1111/j.1365-2648.2004.03274.x · Cited by 83 · see citing works
The Handbook of Health Behavior Change
Cradock, A. L. I., Lewis, K. H., & Moore, J. B. (2024) · Springer Publishing Company eBooks · doi:10.1891/9780826142658 · Cited by 77 · see citing works
Knowledge on diabetes mellitus in the self care process
Pace, A. E., Ochoa-Vigo, K., Caliri, M. H. L., & Fernandes, A. P. (2006) · Revista Latino-Americana de Enfermagem · doi:10.1590/s0104-11692006000500014 · Cited by 76 · see citing works
Measuring the attitudes of patients towards diabetes and its treatment
Anderson, R. M., Donnelly, M. B., & Dedrick, R. F. (1990) · Patient Education and Counseling · doi:10.1016/0738-3991(90)90072-s · Cited by 69 · see citing works
Is Cardiovascular Risk Factor Knowledge Sufficient to Influence Behavior?
Avis, N. E., McKinlay, J. B., & Smith, K. W. (1990) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(18)31018-3 · Cited by 68 · see citing works
Woodcock, A. J., Kinmonth, A., Campbell, M. J., Griffin, S. J., & Spiegal, N. (1999) · Patient Education and Counseling · doi:10.1016/s0738-3991(98)00104-9 · Cited by 67 · see citing works
The influence of treatment modality and ethnicity on attitudes in type 2 diabetes.
Fitzgerald, J. T., Gruppen, L. D., Anderson, R. M., Funnell, M. M., Jacober, S. J., Grunberger, G., & Aman, L. C. (2000) · Diabetes Care · doi:10.2337/diacare.23.3.313 · Cited by 62 · see citing works
Management of Major Depression in Adults With Diabetes: Implications of Recent Clinical Trials.
Lustman, Clouse, & Freedland (1998) · PubMed · Cited by 55 · see citing works
A comparison of the diabetes-related attitudes of health care professionals and patients
Anderson, R. M., Fitzgerald, J. T., Gorenflo, D. W., & Oh, M. S. (1993) · Patient Education and Counseling · doi:10.1016/0738-3991(93)90058-5 · Cited by 51 · see citing works
Nicolucci, A., Carinci, F., Ciampi, A., & On behalf of the SID-AMD Italian Study Group for the Implementation of the St. Vincent Declaration (1998) · Diabetes Care · doi:10.2337/diacare.21.9.1439 · Cited by 49 · see citing works
Psychological Insulin Resistance: Overcoming Barriers to Starting Insulin Therapy
Davis, S. N. (2006) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721706289226 · Cited by 47 · see citing works
Quality of diabetes care: problem of patient or doctor adherence?
Puder, J. J., & Keller, U. B. (2003) · Swiss Medical Weekly · doi:10.4414/smw.2003.10290 · Cited by 47 · see citing works
How diabetic patients think about and manage their illness in Taiwan
Lai, W. A., Lew-Ting, C.-Y., & Chie, W. (2005) · Diabetic Medicine · doi:10.1111/j.1464-5491.2004.01406.x · Cited by 44 · see citing works
Quality of Care for Patients With Type 2 Diabetes in Primary Care in Norway Is Improving
Cooper, J. G., Claudi, T., Jenum, A. K., Thue, G., Hausken, M. F., Ingskog, W., & Sandberg, S. (2008) · Diabetes Care · doi:10.2337/dc08-0605 · Cited by 44 · see citing works
Rethinking the models and modes of diabetes education
Dunn, S. M. (1990) · Patient Education and Counseling · doi:10.1016/0738-3991(90)90076-w · Cited by 43 · see citing works
Spirituality and Self-Management of Diabetes in African Americans
Polzer, R. L., & Miles, M. S. (2005) · Journal of Holistic Nursing · doi:10.1177/0898010105276179 · Cited by 42 · see citing works
Transcultural family nursing: application to Latino and black families.
Friedman, M. M. (1990) · PubMed · Cited by 29 · see citing works
Friedman, L. C., Brown, A. E., Romero, C., Dulay, M. F., Peterson, L. E., Wehrman, P., Whisnand, D. J., Laufman, L. E., & Lomax, J. W. (2005) · Quality of Life Research · doi:10.1007/s11136-005-4326-1 · Cited by 26 · see citing works
PDB5: MEDICATION COMPLIANCE IN TYPE 2 DIABETES SUBJECTS: RETROSPECTIVE DATA ANALYSIS
Rajagopalan, R., Joyce, A. T., Ollendorf, D. A., & Murray, F. (2003) · Value in Health · doi:10.1016/s1098-3015(10)64171-x · Cited by 23 · see citing works
Early Insulin Therapy for Type 2 Diabetic Patients: More Cost Than Benefit
Davidson, M. B. (2005) · Diabetes Care · doi:10.2337/diacare.28.1.222 · Cited by 22 · see citing works
Barriers to Achieving Optimal Glycemic Control in a Multi-Ethnic Society: A US Focus
Dagogo-Jack, S. E., Funnell, M. M., & Davidson, J. A. (2006) · Current Diabetes Reviews · doi:10.2174/157339906777950606 · Cited by 22 · see citing works
What are the barriers to medical care for patients with newly diagnosed diabetes mellitus?
Burge, M. R., Lucero, S., Rassam, A. G., & Schade, D. S. (2000) · Diabetes Obesity and Metabolism · doi:10.1046/j.1463-1326.2000.00105.x · Cited by 22 · see citing works
Importance of attitude evaluation in diabetes patient education
Masaki, Y., Okada, S., & Ota, Z. (1990) · Diabetes Research and Clinical Practice · doi:10.1016/0168-8227(90)90094-a · Cited by 19 · see citing works
How effective is the computer-based clinical practice guideline?
Eytan, T., & Goldberg, H. I. (2001) · PubMed · Cited by 14 · see citing works
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Young-Hyman, D., de Groot, M., Hill-Briggs, F., Gonzalez, J. S., Hood, K., & Peyrot, M. (2016) · Diabetes Care · doi:10.2337/dc16-2053 · Cited by 1,072 · see citing works
Role of self-care in management of diabetes mellitus
Shrivastava, S. R., Shrivastava, P. S., & Ramasamy, J. (2013) · Journal of Diabetes & Metabolic Disorders · doi:10.1186/2251-6581-12-14 · Cited by 1,102 · see citing works
Nicolucci, A., Kovacs Burns, K., Holt, R. I. G., Comaschi, M., Hermanns, N., Ishii, H., Kokoszka, A., Pouwer, F., Skovlund, S. E., Stuckey, H., et al. (2013) · Diabetic Medicine · doi:10.1111/dme.12245 · Cited by 739 · see citing works
Lau, R., Stevenson, F., Ong, B. N., Dziedzic, K., Treweek, S., Eldridge, S., Everitt, H., Kennedy, A., Qureshi, N., Rogers, A., et al. (2015) · Implementation Science · doi:10.1186/s13012-016-0396-4 · Cited by 533 · see citing works
“clinical practice, such as clinicians’ communication style [78, 79], personality [54] and philosophical opposition to”
BackgroundInfluentialRacial-ethnic disparities in management and outcomes among children with type 1 diabetes
Willi, S. M., Miller, K. M., DiMeglio, L. A., Klingensmith, G. J., Simmons, J. H., Tamborlane, W. V., Nadeau, K. J., Kittelsrud, J. M., Huckfeldt, P., Beck, R. W., et al. (2015) · Pediatrics · doi:10.1542/peds.2014-1774 · Cited by 367 · see citing works
Barriers to effective management of type 2 diabetes in primary care: qualitative systematic review
Rushforth, B., McCrorie, C., Glidewell, L., Midgley, E., & Foy, R. (2016) · British Journal of General Practice · doi:10.3399/bjgp16x683509 · Cited by 289 · see citing works
Lau, R., Stevenson, F., Ong, B. N., Dziedzic, K., Treweek, S., Eldridge, S., Everitt, H., Kennedy, A., Qureshi, N., Rogers, A., et al. (2015) · BMJ Open · doi:10.1136/bmjopen-2015-009993 · Cited by 254 · see citing works
African American Experiences in Healthcare: I Always Feel like I’m Getting Skipped Over
Cuevas, A. G., O'Brien, K., & Saha, S. (2016) · Health Psychology · doi:10.1037/hea0000368 · Cited by 258 · see citing works
Barriers and facilitators for type-2 diabetes management in South Asians: a systematic review
Sohal, T., Sohal, P., King-Shier, K. M., & Khan, N. A. (2015) · PLOS ONE · doi:10.1371/journal.pone.0136202 · Cited by 231 · see citing works
Bos-Touwen, I. D., Schuurmans, M. J., Monninkhof, E. M., Korpershoek, Y., Spruit-Bentvelzen, L., der Graaf, I. E.-V., de Wit, N. J., & Trappenburg, J. C. A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0126400 · Cited by 232 · see citing works
Egerton, T., Diamond, L. E., Buchbinder, R., Bennell, K. L., & Slade, S. C. (2017) · Osteoarthritis and Cartilage · doi:10.1016/j.joca.2016.12.002 · Cited by 205 · see citing works
Chentli, F., Azzoug, S., & Mahgoun, S. (2015) · Indian Journal of Endocrinology and Metabolism · doi:10.4103/2230-8210.167553 · Cited by 203 · see citing works
Pousinho, S., Morgado, M., Falcão, A., & Alves, G. (2016) · Journal of Managed Care & Specialty Pharmacy · doi:10.18553/jmcp.2016.22.5.493 · Cited by 199 · see citing works
Motivational interviewing and outcomes in adults with type 2 diabetes: A systematic review.
Ekong, G., & Kavookjian, J. (2016) · Patient Education and Counseling · doi:10.1016/j.pec.2015.11.022 · Cited by 193 · see citing works
Heath, M., Hvass, A. M. F., & Wejse, C. M. (2023) · Journal of Migration and Health · doi:10.1016/j.jmh.2023.100162 · Cited by 175 · see citing works
Risk Factor Control for Coronary Artery Disease Secondary Prevention in Large Randomized Trials
Farkouh, M. E., Boden, W. E., Bittner, V., Muratov, V., Hartigan, P. M., Ogdie, M., Bertolet, M. H., Mathewkutty, S., Teo, K. K., Maron, D. J., et al. (2013) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2013.01.044 · Cited by 161 · see citing works
Iglay, K., Cartier, S. E., Rosen, V. M., Zarotsky, V., Rajpathak, S. N., Radican, L., & Tunceli, K. (2015) · Current Medical Research and Opinion · doi:10.1185/03007995.2015.1053048 · Cited by 157 · see citing works
A Family-Based Diabetes Intervention for Hispanic Adults and Their Family Members
Hu, J., Wallace, D. C., McCoy, T. P., & Amirehsani, K. A. (2013) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721713512682 · Cited by 148 · see citing works
Mogre, V., Johnson, N. A., Tzelepis, F., & Paul, C. (2019) · Journal of Clinical Nursing · doi:10.1111/jocn.14835 · Cited by 140 · see citing works
Clinician Reactions to Patients With Eating Disorders: A Review of the Literature
Thompson-Brenner, H., Satir, D. A., Franko, D. L., & Herzog, D. B. (2012) · Psychiatric Services · doi:10.1176/appi.ps.201100050 · Cited by 136 · see citing works
Desveaux, L., Shaw, J., Saragosa, M., Soobiah, C., Marani, H., Hensel, J. M., Agarwal, P., Onabajo, N., Bhatia, R. S., & Jeffs, L. P. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.8712 · Cited by 132 · see citing works
Bennich, B. B., Røder, M. E., Overgaard, D., Egerod, I., Munch, L., Knop, F. K., Vilsbøll, T., & Konradsen, H. (2017) · Diabetology & Metabolic Syndrome · doi:10.1186/s13098-017-0256-7 · Cited by 126 · see citing works
Social determinants of type 2 diabetes and health in the United States
Clark, M. L. (2014) · World Journal of Diabetes · doi:10.4239/wjd.v5.i3.296 · Cited by 124 · see citing works
Helping patients with chronic conditions overcome barriers to self-care
Baumann, L. C., & Tran, T. V. (2012) · The Nurse Practitioner · doi:10.1097/01.npr.0000411104.12617.64 · Cited by 120 · see citing works
The Next Generation of Diabetes Translation: A Path to Health Equity
Haire-Joshu, D., & Hill-Briggs, F. (2019) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-040218-044158 · Cited by 116 · see citing works
Factors influencing diabetes self-management in adults: an umbrella review of systematic reviews
Alexandre, K., Campbell, J., Bugnon, M., Henry, C., Schaub, C., Serex, M., Elmers, J., Desrichard, O., & Peytremann‐Bridevaux, I. (2021) · JBI Evidence Synthesis · doi:10.11124/jbies-20-00020 · Cited by 114 · see citing works
Self-Management Education and Support
Sherifali, D., Berard, L., Gucciardi, E., MacDonald, B., & Macneill, G. (2018) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2017.10.006 · Cited by 122 · see citing works
IT-Enabled Self-Monitoring for Chronic Disease Self-Management: An Interdisciplinary Review
Jiang, J., & Cameron, A. (2020) · MIS Quarterly · doi:10.25300/misq/2020/15108 · Cited by 108 · see citing works
Morgan, H. M., Entwistle, V. A., Cribb, A., Christmas, S., Owens, J., Skea, Z. C., & Watt, I. S. (2016) · Health Expectations · doi:10.1111/hex.12453 · Cited by 107 · see citing works
Insulin adherence in patients with diabetes: risk factors for injection omission
Farsaei, S., Radfar, M., Heydari, Z., Abbasi, F., & Qorbani, M. (2014) · Primary care diabetes · doi:10.1016/j.pcd.2014.03.001 · Cited by 106 · see citing works
Self-Care Practices and Their Role in the Control of Diabetes: A Narrative Review
Ahmad, F. J., & Joshi, S. H. (2023) · Cureus · doi:10.7759/cureus.41409 · Cited by 125 · see citing works
Lai, A. Y., Ishikawa, H., Kiuchi, T., Mooppil, N., & Griva, K. (2013) · Patient Education and Counseling · doi:10.1016/j.pec.2012.12.018 · Cited by 105 · see citing works
Poor Medication Adherence in African Americans Is a Matter of Trust
Hall, G. L., & Heath, M. L. (2020) · Journal of Racial and Ethnic Health Disparities · doi:10.1007/s40615-020-00850-3 · Cited by 105 · see citing works
Buysman, E. K., Liu, F., Hammer, M., & Langer, J. (2015) · Advances in Therapy · doi:10.1007/s12325-015-0199-z · Cited by 101 · see citing works
Huang, Z., Tan, E. J. H., Lum, E., Sloot, P. M. A., Boehm, B. O., & Car, J. (2019) · JMIR mhealth and uhealth · doi:10.2196/14914 · Cited by 100 · see citing works
Peimani, M., Rambod, C., Omidvar, M., Larijani, B. A., Ghodssi-Ghassemabadi, R., Tootee, A., & Nasli‐Esfahani, E. (2015) · Primary care diabetes · doi:10.1016/j.pcd.2015.11.001 · Cited by 97 · see citing works
Rodbard, H. W., Peters, A. L., Slee, A., Cao, A., Traina, S. B., & Alba, M. (2017) · Diabetes Care · doi:10.2337/dc16-1353 · Cited by 94 · see citing works
Andrews, M., Néstor Soto, I., & Arredondo, M. (2014) · Nutrition · doi:10.1016/j.nut.2014.04.019 · Cited by 88 · see citing works
Optimizing diabetes control in people with type 2 diabetes through nurse-led telecoaching
Odnoletkova, I., Goderis, G., Nobels, F., Fieuws, S., Aertgeerts, B., Annemans, L., & Ramaekers, D. (2016) · Diabetic Medicine · doi:10.1111/dme.13092 · Cited by 78 · see citing works
Bailey, R. A., Pfeifer, M., Shillington, A. C., Harshaw, Q., Funnell, M. M., VanWingen, J., & Col, N. (2015) · BMC Health Services Research · doi:10.1186/s12913-016-1262-4 · Cited by 84 · see citing works
Raaijmakers, L. G. M., Hamers, F. J. M., Martens, M. K., Bagchus, C., de Vries, N. K., & Kremers, S. (2013) · BMC Family Practice · doi:10.1186/1471-2296-14-114 · Cited by 83 · see citing works
Effect of social networks intervention in type 2 diabetes: a partial randomised study
Shaya, F. T., Chirikov, V., Howard, D., Foster, C., Costas, J., Snitker, S., Frimpter, J., & Kucharski, K. (2013) · Journal of Epidemiology & Community Health · doi:10.1136/jech-2013-203274 · Cited by 84 · see citing works
Antoine, S., Pieper, D., Mathes, T., & Eikermann, M. (2014) · BMC Endocrine Disorders · doi:10.1186/1472-6823-14-53 · Cited by 82 · see citing works
Abdulghani, H. M., Alrajeh, A., Alsalman, B., Alturki, L., AlNajashi, N. S., Irshad, M., Alharbi, K. H., Albalawi, Y., AlSuliman, Y. A., & Ahmad, T. (2018) · Diabetes Metabolic Syndrome and Obesity · doi:10.2147/dmso.s171526 · Cited by 81 · see citing works
White, R. O., Chakkalakal, R. J., Presley, C. A., Bian, A., Schildcrout, J. S., Wallston, K. A., Barto, S., Kripalani, S. B., & Rothman, R. L. (2016) · Journal of Health Communication · doi:10.1080/10810730.2016.1207116 · Cited by 80 · see citing works
A narrative systematic review of factors affecting diabetes prevention in primary care settings
Messina, J., Campbell, S., Morris, R., Eyles, E., & Sanders, C. (2017) · PLoS ONE · doi:10.1371/journal.pone.0177699 · Cited by 79 · see citing works
Ampofo, A. G., Khan, E., & Ibitoye, B. M. (2020) · Heart & Lung · doi:10.1016/j.hrtlng.2020.02.039 · Cited by 87 · see citing works
Vest, B. M., Kahn, L. S., Danzo, A., Tumiel‐Berhalter, L., Schuster, R. C., Karl, R., Taylor, R., Glaser, K. M., Danakas, A. M., & Fox, C. H. (2013) · Chronic Illness · doi:10.1177/1742395313475674 · Cited by 77 · see citing works
Yu, D. S. F., Lee, D., Stewart, S., Thompson, D. R., Choi, K. C., & Yu, C. (2015) · Journal of the American Geriatrics Society · doi:10.1111/jgs.13533 · Cited by 75 · see citing works
Pourhabibi, N., Mohebbi, B., Sadeghi, R., Shakibazadeh, E., Sanjari, M., Tol, A., & Yaseri, M. (2022) · Journal of Diabetes Research · doi:10.1155/2022/2980250 · Cited by 73 · see citing works
Bakhach, M., Reid, M. W., Pyatak, E. A., Berget, C., Cain, C., Thomas, J. F., KLINGENSMITH, G. J., & Raymond, J. K. (2019) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721719858080 · Cited by 73 · see citing works
Walker, R. J., Gebregziabher, M., Martin‐Harris, B., & Egede, L. E. (2014) · Patient Education and Counseling · doi:10.1016/j.pec.2014.10.002 · Cited by 68 · see citing works
Rodriguez, K. (2013) · Clinical Therapeutics · doi:10.1016/j.clinthera.2013.01.002 · Cited by 69 · see citing works
Gavidia, R., Fuentes, S. L., Vásquez, R., Bonilla, M., Ethier, M., Diorio, C. J., Caniza, M. A., Howard, S. C., & Sung, L. (2012) · PLoS ONE · doi:10.1371/journal.pone.0043639 · Cited by 67 · see citing works
Experiences of diabetes self‐management: a focus group study among A ustralians with type 2 diabetes
Carolan, M. C., Holman, J., & Ferrari, M. (2014) · Journal of Clinical Nursing · doi:10.1111/jocn.12724 · Cited by 67 · see citing works
Tourkmani, A. M., Abdelhay, O., Alkhashan, H. I., Alaboud, A. F., Bakhit, A., Elsaid, T., Alawad, A., Alobaikan, A., Alqahtani, H., Alqahtani, A., et al. (2018) · BMC Family Practice · doi:10.1186/s12875-017-0677-2 · Cited by 66 · see citing works
Benedict, A. W., Spence, M. M., Sie, J. L., Chin, H. A., Ngo, C. D., Salmingo, J. F., Vidaurreta, A. T., & Rashid, N. (2018) · Journal of Managed Care & Specialty Pharmacy · doi:10.18553/jmcp.2018.24.2.114 · Cited by 66 · see citing works
Silva-Tinoco, R., Cuatecontzi-Xochitiotzi, T., de la Torre-Saldaña, V., León-García, E., Serna-Alvarado, J., Orea‐Tejeda, A., Castillo‐Martínez, L., Gay, J. G., de León, D. F. C., & Prada, D. (2020) · BMC Endocrine Disorders · doi:10.1186/s12902-020-00604-6 · Cited by 65 · see citing works
Nelson, L. A., Mayberry, L. S., Wallston, K. A., Kripalani, S. B., Bergner, E. M., & Osborn, C. Y. (2016) · JMIR Human Factors · doi:10.2196/humanfactors.6029 · Cited by 61 · see citing works
A predictive model of anxiety and depression symptoms after a lower limb amputation
Pedras, S., Carvalho, R., & Pereira, M. G. (2017) · Disability and health journal · doi:10.1016/j.dhjo.2017.03.013 · Cited by 60 · see citing works
Indrayana, S., Guo, S.-E., Lin, C.-L., & Fang, S. (2018) · Journal of Transcultural Nursing · doi:10.1177/1043659618772347 · Cited by 62 · see citing works
Jaam, M., Ibrahim, M. I. M., Kheir, N., & Awaisu, A. (2017) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2017.04.015 · Cited by 62 · see citing works
Garnett, A., Ploeg, J., Markle‐Reid, M., & Strachan, P. H. (2018) · SAGE Open Nursing · doi:10.1177/2377960817752471 · Cited by 62 · see citing works
Nam, S., Whittemore, R., Jung, S., Latkin, C. A., Kershaw, T., & Redeker, N. S. (2018) · Sleep Health · doi:10.1016/j.sleh.2018.03.002 · Cited by 62 · see citing works
Self-citationFantasia, K. L., Wirunsawanya, K., Lee, C., & Rizo, I. (2021) · Journal of Diabetes Science and Technology · doi:10.1177/1932296821995810 · Cited by 62 · see citing works
Blasco-Blasco, M., Puig‐García, M., Piay, N., Lumbreras, B., Hernández‐Aguado, I., & Parker, L. A. (2020) · PLoS ONE · doi:10.1371/journal.pone.0237542 · Cited by 65 · see citing works
Eh, K., McGill, M. J., Wong, J., & Krass, I. (2016) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2016.07.006 · Cited by 59 · see citing works
Health care access and treatment for children with co-morbid autism and psychiatric conditions
Ahmedani, B. K., & Hock, R. (2012) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-012-0482-0 · Cited by 59 · see citing works
Gonzales, K. L., Lambert, W. E., Fu, R., Jacob, M. M., & Harding, A. K. (2014) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721714551422 · Cited by 58 · see citing works
Jaam, M. J., Hadi, M. A., Kheir, N. M., Ibrahim, M. I. M., Diab, M., Abdulla, S. A. A., & Awaisu, A. (2018) · Patient Preference and Adherence · doi:10.2147/ppa.s174652 · Cited by 61 · see citing works
Aucott, L. S., Philip, S., Avenell, A., Afolabi, E. K., Sattar, N. A., & Wild, S. H. (2016) · BMJ Open · doi:10.1136/bmjopen-2015-010836 · Cited by 57 · see citing works
Aguiar, P. M., da Silva, C. H. P., Chiann, C., Dórea, E. L., de Lyra, D. P., & Storpirtis, S. (2016) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.12606 · Cited by 62 · see citing works
Chen, A., Huang, Z., Wan, X., Deng, W., Wu, J.-Y., Li, L., Cai, Q., Xiao, H., & Li, Y. (2012) · Diabetes Care · doi:10.2337/dc11-1638 · Cited by 57 · see citing works
Gupta, S. K., Lakshmi, P. V. M., Kaur, M., & Rastogi, A. (2020) · Journal of Family Medicine and Primary Care · doi:10.4103/jfmpc.jfmpc_1684_20 · Cited by 56 · see citing works
Spitaels, D., Vankrunkelsven, P., Desfosses, J., Luyten, F. P., Verschueren, S., Assche, D. V., Aertgeerts, B., & Hermens, R. (2016) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.12660 · Cited by 55 · see citing works
Niño de Guzmán Quispe, E., Martínez García, L., Orrego Villagrán, C., Heijmans, M., Sunol, R., Fraile-Navarro, D., Pérez-Bracchiglione, J., Ninov, L., Salas-Gama, K., Viteri García, A., et al. (2021) · The Patient - Patient-Centered Outcomes Research · doi:10.1007/s40271-021-00514-2 · Cited by 54 · see citing works
Du, W., Liu, P., & Xu, W. (2022) · International Journal for Equity in Health · doi:10.1186/s12939-022-01775-5 · Cited by 53 · see citing works
Using GIS and Secondary Data to Target Diabetes-Related Public Health Efforts
Curtis, A., Kothari, C. L., Paul, R., & Connors, E. M. (2013) · Public health reports (1974) · doi:10.1177/003335491312800311 · Cited by 52 · see citing works
Stuckey, H. L., Vallis, M., Burns, K. K., Mullan-Jensen, C. B., Reading, J. M., Kalra, S., Wens, J., Kokoszka, A., Skovlund, S. E., & Peyrot, M. F. (2015) · Clinical Therapeutics · doi:10.1016/j.clinthera.2015.06.010 · Cited by 53 · see citing works
Understanding Financial Barriers to Care in Patients With Diabetes
Campbell, D. J. T., Manns, B., Hemmelgarn, B. R., Sanmartin, C., Edwards, A. L., & King‐Shier, K. M. (2016) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721716679276 · Cited by 53 · see citing works
Bisno, D. I., Reid, M. W., Fogel, J. L., Pyatak, E. A., Majidi, S., & Raymond, J. K. (2021) · Journal of Diabetes Science and Technology · doi:10.1177/19322968211035768 · Cited by 52 · see citing works
Social networks and future direction for obesity research: A scoping review
Nam, S., Redeker, N. S., & Whittemore, R. (2014) · Nursing Outlook · doi:10.1016/j.outlook.2014.11.001 · Cited by 53 · see citing works
Self-citationBarriers to Diet and Exercise among Nepalese Type 2 Diabetic Patients
Ghimire, S. (2017) · International Scholarly Research Notices · doi:10.1155/2017/1273084 · Cited by 54 · see citing works
Self-management of gestational diabetes among Chinese migrants: A qualitative study
Wah, Y. Y. E., McGill, M. J., Wong, J., Ross, G. P., Harding, A., & Krass, I. (2018) · Women and Birth · doi:10.1016/j.wombi.2018.03.001 · Cited by 52 · see citing works
Hunt, C. W., Wilder, B. J., Steele, M. M., Grant, J. S., Pryor, E. R., & Moneyham, L. L. (2012) · Research and theory for nursing practice · doi:10.1891/1541-6577.26.2.126 · Cited by 50 · see citing works
Pedras, S., Carvalho, R., & Pereira, M. G. (2016) · Journal of Health Psychology · doi:10.1177/1359105316656769 · Cited by 50 · see citing works
Ghorbani, R., Soleimani, M., Zeinali, M.-R., & Davaji, M. (2014) · Nurse Education in Practice · doi:10.1016/j.nepr.2014.06.003 · Cited by 49 · see citing works
Adams, O. P., & Carter, A. O. (2011) · BMC Family Practice · doi:10.1186/1471-2296-12-135 · Cited by 48 · see citing works
Mathieu, C., Dandona, P., Phillip, M., Oron, T., Lind, M., Hansen, L., THOREN, F. A., Xu, J., Langkilde, A. M., & on behalf of the DEPICT-1 and DEPICT-2 Investigators (2019) · Diabetes Care · doi:10.2337/dc18-1983 · Cited by 48 · see citing works
Motivating Patient Adherence to Allergic Rhinitis Treatments
Bender, B. G. (2015) · Current Allergy and Asthma Reports · doi:10.1007/s11882-014-0507-8 · Cited by 48 · see citing works
Challenges of Diabetes Management in Immigrant Korean Americans
Nam, S., Song, H.-J., Park, S.-Y., & Song, Y. (2013) · The Diabetes Educator · doi:10.1177/0145721713475846 · Cited by 47 · see citing works
Self-citationSheikh, K., Bartz, S. K., Lyons, S. K., & DeSalvo, D. J. (2018) · Journal of Diabetes Research · doi:10.1155/2018/5162162 · Cited by 48 · see citing works
Bagnasco, A., Giacomo, P. D., Mora, R. D. R. D., Catania, G., Turci, C., Rocco, G., & Sasso, L. (2013) · Journal of Advanced Nursing · doi:10.1111/jan.12178 · Cited by 46 · see citing works
Treatment Adherence and Quality of Life in Diabetes Mellitus Patients in Indonesia
Perwitasari, D. A., & Urbayatun, S. (2016) · SAGE Open · doi:10.1177/2158244016643748 · Cited by 46 · see citing works
Barriers and enablers of type 2 diabetes self‐management in people with severe mental illness
Mulligan, K., McBain, H. B., Lamontagne-Godwin, F., Chapman, J., Haddad, M., Jones, J., Flood, C., Thomas, D. A., & Simpson, A. (2017) · Health Expectations · doi:10.1111/hex.12543 · Cited by 44 · see citing works
Horný, M., Glover, W. J., Gupte, G., Saraswat, A., Vimalananda, V. G., & Rosenzweig, J. L. (2017) · BMC Health Services Research · doi:10.1186/s12913-017-2700-7 · Cited by 46 · see citing works
Riordan, F., Racine, E., Phillip, E. T., Bradley, C., Lorencatto, F., Murphy, M. E., Murphy, A., Browne, J. P., Smith, S. M., Kearney, P. M., et al. (2020) · Implementation Science · doi:10.1186/s13012-020-00982-4 · Cited by 46 · see citing works
Type 2 Diabetes: Model of Factors Associated with Glycemic Control
Aghili, R., Polonsky, W. H., Valojerdi, A. E., Malek, M., Keshtkar, A., Esteghamati, A., Heyman, M., & Khamseh, M. E. (2016) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2016.02.014 · Cited by 45 · see citing works
Jaam, M. J., Ibrahim, M. I. M., Kheir, N. M., Hadi, M. A., Diab, M., & Awaisu, A. (2017) · Primary care diabetes · doi:10.1016/j.pcd.2017.11.001 · Cited by 44 · see citing works
Alkaff, F. F., Illavi, F., Salamah, S., Setiyawati, W., Ramadhani, R., Purwantini, E., & Tahapary, D. L. (2021) · Journal of Primary Care & Community Health · doi:10.1177/2150132720984409 · Cited by 43 · see citing works
- Authors
- Nam, S., Chesla, C., Stotts, N. A., Kroon, L., & Janson, S. L.
- Affiliations
- Johns Hopkins University (US)
- University of California, San Francisco (US)
- Venue
- Diabetes Research and Clinical Practice
- Publisher
- Elsevier BV
- Published
- 2011-07
- Volume
- 93
- Issue
- 1
- Pages
- 1-9
- ISSN
- 0168-8227 (ISSN-L)
- OpenAlex
- W1974561455
- Cited by
- 680
- References
- 75
- Citations by year
- 2026: 18 · 2025: 27 · 2024: 38 · 2023: 57 · 2022: 41 · 2021: 58 · 2020: 61 · 2019: 39 · 2018: 61 · 2017: 54 · 2016: 60 · 2015: 61 · 2014: 37 · 2013: 43 · 2012: 20
- FWCI
- 4.53
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Diabetes Research and Clinical Practice (publishedVersion)
- PubMed (publishedVersion)
- Funders
- California Endowment and American Association of Colleges of Nursing (AACN)
- Nurse Faculty Program
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Keywords
- type 2 diabetes, diabetes self-management, glycemic control, patient adherence, health literacy, health beliefs, language and cultural barriers, financial barriers, comorbidities, social support, clinician-patient communication, integrated care
- MeSH terms
- Diabetes Mellitus, Type 2, Humans, Patient Compliance, Patient Education as Topic, Self Care, Social Support, Disease Management
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