An overview of management issues in adult patients with type 2 diabetes mellitus
Open accessAbstract
Despite some progress in reducing the rate of diabetic complications, the epidemic rise in incidence of diabetes mellitus ensures that there will be an increasing number of patients in the coming decades with complex health care management issues who will need efficient and effective care. The management of patients with diabetes is an ever-challenging endeavor attributable to several factors. These include, among others, (1) limited provider expertise, (2) decreasing time of a patient visit, (3) increasing complexity of drug management, (4) limited use of self-monitoring of blood glucose by patients and/or providers, (5) clinical inertia, and (6) nonadherence. Technology-driven innovative solutions, including those using virtual reality, are desperately needed to assist both patients and their providers in overcoming the exigencies of this protean disease.
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Factors other than patient behavior-such as adequacy of medical management, diabetes duration, weight gain, comorbid illness, concomitant medication, poverty, access to care, and health insurance coverage-affect diabetes treatment outcomes.
“Multiple factors other than patient behavior affect diabetes treatment outcomes, including adequacy of medical management, duration of diabetes, weight gain, and other health-related (e.g., comorbid illness and concomitant medication) and social-structural factors (e.g., poverty, access to care, health insurance coverage) (13–16).”
From Psychosocial care for people with diabetes: a position statement of the American Diabetes Association (2016) · cites this paper as [15]
Cites
(1993) · New England Journal of Medicine · doi:10.1056/nejm199309303291401 · Cited by 24,667 · see citing works
Turner, R. C., Fox, C., Matthews, McElroy, H. H., Cull, C. A., Holman, R. R., Neil, P., Hadden, D. R., Wright, D., Manley, E., et al. (1998) · The Lancet · Cited by 8,419 · see citing works
10-year follow-up of intensive glucose control in type 2 diabetes
Holman, R. R., Paul, S. K., Bethel, M. A., Matthews, D. R., & Neil, H. A. W. (2008) · New England Journal of Medicine · doi:10.1056/nejmoa0806470 · Cited by 7,751 · see citing works
Intensive diabetes treatment and cardiovascular disease in patients with type 1 diabetes
(2005) · New England Journal of Medicine · doi:10.1056/nejmoa052187 · Cited by 5,138 · see citing works
Standards of medical care in diabetes 2010
American Diabetes Association (2010) · Diabetes Care · doi:10.2337/dc10-s011 · Cited by 3,470 · see citing works
Ohkubo, Y., Kishikawa, H., Araki, E., Miyata, T., Isami, S., Motoyoshi, S., Kojima, Y., Furuyoshi, N., & Shichiri, M. (1995) · Diabetes Research and Clinical Practice · doi:10.1016/0168-8227(95)01064-k · Cited by 3,079 · see citing works
Basevi, V., Mario, S. D., Morciano, C., Nonino, F., & Magrini, N. (2011) · Diabetes Care · doi:10.2337/dc11-0174 · Cited by 3,058 · see citing works
Prevalence of Diabetes among Men and Women in China
Yang, W., Lu, J., Weng, J., Jia, W., Ji, L., Xiao, J., Shan, Z., Liu, J., Tian, H., Ji, Q., et al. (2010) · New England Journal of Medicine · doi:10.1056/nejmoa0908292 · Cited by 3,031 · see citing works
Lifetime risk for diabetes mellitus in the United States
Narayan, K. M. V. (2003) · JAMA · doi:10.1001/jama.290.14.1884 · Cited by 1,515 · see citing works
Economic costs of diabetes in the U.S. in 2007
American Diabetes Association (2008) · Diabetes Care · doi:10.2337/dc08-9017 · Cited by 1,323 · see citing works
Fong, D. S., Aiello, L. P., Gardner, T. W., King, G. L., Blankenship, G. W., Cavallerano, J. D., Ferris, F. L., & Klein, R. (2004) · Diabetes Care · doi:10.2337/diacare.27.2007.s84 · Cited by 1,138 · see citing works
Inadequate Management of Blood Pressure in a Hypertensive Population
Berlowitz, D. R., Ash, A. S., Hickey, E. C., Friedman, R. H., Glickman, M. E., Kader, B., & Moskowitz, M. A. (1998) · New England Journal of Medicine · doi:10.1056/nejm199812313392701 · Cited by 957 · see citing works
Economic Costs of Diabetes in the U.S. in 2007
Leahy, J. L. (2008) · Yearbook of Endocrinology · doi:10.1016/s0084-3741(08)79219-9 · Cited by 781 · see citing works
Rodbard, H. W., Blonde, L., Ss, B., Brett, E. M., Cobin, R. H., Handelsman, Y., Hellman, R., Jellinger, P. S., Jovanovic, L. G., Levy, P., et al. (2007) · Endocrine Practice · doi:10.4158/ep.13.s1.1 · Cited by 693 · see citing works
Cowie, C. C., Rust, K. F., Byrd-Holt, D. D., Gregg, E. W., Ford, E. S., Geiss, L. S., Bainbridge, K. E., & Fradkin, J. E. (2010) · Diabetes Care · doi:10.2337/dc09-1524 · Cited by 689 · see citing works
The CDC Diabetes Cost-effectiveness Group (2002) · JAMA · doi:10.1001/jama.287.19.2542 · Cited by 507 · see citing works
Karter, A. J., Ferrara, A. M., Darbinian, J. A., Ackerson, L., & Selby, J. V. (2000) · Diabetes Care · doi:10.2337/diacare.23.4.477 · Cited by 488 · 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
The Burden of Treatment Failure in Type 2 Diabetes
Brown, J. B., Nichols, G. A., & Perry, A. (2004) · Diabetes Care · doi:10.2337/diacare.27.7.1535 · Cited by 424 · see citing works
Clinical Outcomes and Adherence to Medications Measured by Claims Data in Patients With Diabetes
Pladevall, M., Williams, L. K., Potts, L. A., Divine, G., Xi, H., & Lafata, J. E. (2004) · Diabetes Care · doi:10.2337/diacare.27.12.2800 · Cited by 404 · see citing works
Diabetes Prevalence and Therapeutic Target Achievement in the United States, 1999 to 2006
Cheung, B. M. Y., Ong, K. L., Cherny, S. S., Sham, P. C., Tso, A. W. K., & Lam, K. S. L. (2009) · The American Journal of Medicine · doi:10.1016/j.amjmed.2008.09.047 · Cited by 347 · see citing works
The Cost to Health Plans of Poor Glycemic Control
Gilmer, T., O’Connor, P. J., Manning, W. G., & Rush, W. A. (1997) · Diabetes Care · doi:10.2337/diacare.20.12.1847 · Cited by 303 · see citing works
Glasgow, R. E., Boles, S. M., McKay, H. G., Feil, E. G., & Barrera, M. (2003) · Preventive Medicine · doi:10.1016/s0091-7435(02)00056-7 · Cited by 287 · see citing works
Medication Adherence and Associated Hemoglobin A 1c in Type 2 Diabetes
Krapek, K. J., KING, K. B., Warren, S. S., George, K. G., Caputo, D. A., Mihelich, K., Holst, E. M., Nichol, M. B., Shi, S., Livengood, K., et al. (2004) · Annals of Pharmacotherapy · doi:10.1345/aph.1d612 · Cited by 287 · see citing works
Martin, S., Schneider, B., Heinemann, L., Lodwig, V., Kurth, H.-J., Kolb, H., Scherbaum, W. A., & for the ROSSO Study Group (2006) · Diabetologia · doi:10.1007/s00125-005-0083-5 · Cited by 284 · see citing works
Time Spent in Face-to-Face Patient Care and Work Outside the Examination Room
Gottschalk, A. (2005) · The Annals of Family Medicine · doi:10.1370/afm.404 · Cited by 238 · see citing works
United States Department Of Veterans Affairs.
Baker, R. R. (2000) · Oxford University Press eBooks · doi:10.1037/10523-059 · Cited by 235 · see citing works
Schütt, M., Kern, Krause, U., Busch, Dapp, A., Grziwotz, Mayer, I., Rosenbauer, Wagner, C., Zimmermann, et al. (2006) · Experimental and Clinical Endocrinology & Diabetes · doi:10.1055/s-2006-924152 · Cited by 218 · see citing works
Practice-Linked Online Personal Health Records for Type 2 Diabetes Mellitus
Grant, R. W., Wald, J. S., Schnipper, J. L., Gandhi, T. K., Poon, E. G., Orav, E. J., Williams, D. H., Volk, L. A., & Middleton, B. (2008) · Archives of Internal Medicine · doi:10.1001/archinte.168.16.1776 · Cited by 209 · see citing works
A Comparison of Diabetes Education Administered Through Telemedicine Versus in Person
Izquierdo, R. E., Knudson, P. E., Meyer, S., Kearns, J. W., Ploutz-Snyder, R. J., & Weinstock, R. S. (2003) · Diabetes Care · doi:10.2337/diacare.26.4.1002 · Cited by 202 · see citing works
Potential Short-Term Economic Benefits of Improved Glycemic Control
Menzin, J., Langley-Hawthorne, C., Friedman, M., Boulanger, L., & Cavanaugh, R. (2001) · Diabetes Care · doi:10.2337/diacare.24.1.51 · Cited by 176 · see citing works
What's Keeping Us So Busy in Primary Care? A Snapshot from One Practice
Baron, R. J. (2010) · New England Journal of Medicine · doi:10.1056/nejmon0910793 · Cited by 147 · see citing works
The Effects of Treatment on the Direct Costs of Diabetes
Herman, W. H., & Eastman, R. C. (1998) · Diabetes Care · doi:10.2337/diacare.21.3.c19 · Cited by 143 · see citing works
Heisler, M., Hogan, M. M., Hofer, T. P., Schmittdiel, J. A., Pladevall, M., & Kerr, E. A. (2008) · Circulation · doi:10.1161/circulationaha.107.724104 · Cited by 143 · see citing works
Peters, A. L., & Davidson, M. B. (1998) · Diabetes Care · doi:10.2337/diacare.21.7.1037 · Cited by 131 · 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
A Model to Determine Workforce Needs for Endocrinologists in the United States Until 2020
Rizza, R. A., Vigersky, R. A., Rodbard, H. W., Ladenson, P. W., Young, W. F., Surks, M. I., Kahn, R., & Hogan, P. F. (2003) · Endocrine Practice · doi:10.4158/ep.9.3.210 · Cited by 44 · see citing works
Self-citationA Model to Determine Workforce Needs for Endocrinologists in the United States Until 20201
Rizza, R. A., Vigersky, R. A., Rodbard, H. W., Ladenson, P. W., Young, W. F., Surks, M. I., Kahn, R., & Hogan, P. F. (2003) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2002-021288 · Cited by 34 · see citing works
Self-citationCan Technology Improve Adherence to Long-Term Therapies?
Reach, G. (2009) · Journal of Diabetes Science and Technology · doi:10.1177/193229680900300313 · Cited by 20 · see citing works
Diabetes home monitoring project
Alaoui, A., Clément, S., Khanafer, N., Collman, J., Levine, B. A., & Mun, S. K. (2002) · Pacific Medical Technology Symposium · doi:10.1109/pacmed.1998.769917 · Cited by 12 · see citing works
Flagged first, then by citations
1 of the 43 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Risk Factors Contributing to Type 2 Diabetes and Recent Advances in the Treatment and Prevention
Wu, Y., Ding, Y., Tanaka, Y., & Zhang, W. (2014) · International Journal of Medical Sciences · doi:10.7150/ijms.10001 · Cited by 1,317 · see citing works
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
Gonzalez, J. S., Tanenbaum, M. L., & Commissariat, P. V. (2016) · American Psychologist · doi:10.1037/a0040388 · Cited by 354 · see citing works
Rosenstock, J., SEMAN, L. J., Jelaska, A., Hantel, S., Pinnetti, S., Hach, T., & Woerle, H. J. (2013) · Diabetes Obesity and Metabolism · doi:10.1111/dom.12185 · Cited by 214 · see citing works
Peng, Q., Zhang, Z., Gong, T., Chen, G., & Sun, X. (2011) · Biomaterials · doi:10.1016/j.biomaterials.2011.10.072 · Cited by 145 · see citing works
DUGAS, M. A., Crowley, K., Gao, G. G., Xu, T. T., Agarwal, R., Kruglanski, A. W., & Steinle, N. (2018) · PLoS ONE · doi:10.1371/journal.pone.0192807 · Cited by 58 · see citing works
Ershow, A. G., Peterson, C. M., Riley, W. T., Rizzo, A., & Wansink, B. C. (2011) · Journal of Diabetes Science and Technology · doi:10.1177/193229681100500202 · Cited by 51 · see citing works
Tanenbaum, M. L., Leventhal, H., Breland, J. Y., Yu, J., Walker, E. A., & Gonzalez, J. S. (2015) · Diabetic Medicine · doi:10.1111/dme.12745 · Cited by 42 · see citing works
Gimbel, R. W., Rennert, L., Crawford, P. F., Little, J. R., Truong, K. D., Williams, J. E., Griffin, S. F., Shi, L., Chen, L., Zhang, L., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/17968 · Cited by 40 · see citing works
Çelik, S. G., Coşansu, G., Erdoğan, S., Kahraman, A., Isik, S., Bayrak, G., Bektas, B., & Olgun, N. (2014) · Journal of Clinical Nursing · doi:10.1111/jocn.12731 · Cited by 38 · see citing works
Pérez, C. M., Febo-Vázquez, I., Guzmán, M., Ortiz, A. P., & Suarez, E. L. (2012) · PubMed · Cited by 30 · see citing works
Blevins, T. (2013) · Postgraduate Medicine · doi:10.3810/pgm.2013.05.2668 · Cited by 29 · see citing works
Reprogrammed cell delivery for personalized medicine
Wieland, M., & Fussenegger, M. (2012) · Advanced Drug Delivery Reviews · doi:10.1016/j.addr.2012.06.005 · Cited by 24 · see citing works
Pati, S., Pati, S., van den Akker, M., Schellevis, F., Sahoo, K. C., & Burgers, J. S. (2021) · BMC Family Practice · doi:10.1186/s12875-021-01454-4 · Cited by 22 · see citing works
Xia, T., Lopes, S. S., Chen, L., Roth, R., Zinzow, H. M., Jones, K. O., Zhang, L., Shi, L., & Jindal, M. (2022) · Complementary Therapies in Medicine · doi:10.1016/j.ctim.2022.102810 · Cited by 18 · see citing works
Rombopoulos, G., Hatzikou, M., Athanasiadis, A., & Elisaf, M. (2015) · International Journal of Endocrinology · doi:10.1155/2015/251485 · Cited by 16 · see citing works
Gimbel, R. W., Shi, L., Williams, J. E., Dye, C. J., Chen, L., Crawford, P. F., Shry, E. A., Griffin, S. F., Jones, K. O., Sherrill, W. W., et al. (2017) · JMIR Research Protocols · doi:10.2196/resprot.6993 · Cited by 16 · see citing works
Akar, E. A., Weill, L., Khoury, M. E., Caradeuc, C., Bertho, G., Boutary, S., Bézier, C., Clerc, Z., Sapaly, D., Bendris, S., et al. (2024) · Molecular Medicine · doi:10.1186/s10020-024-00850-7 · Cited by 13 · see citing works
Efficacy and Safety of Insulin Glargine in Type 2 Diabetic Patients with Renal Failure
Niafar, M., & Nakhjavani, M. (2012) · Journal of Diabetes & Metabolism · doi:10.4172/2155-6156.1000189 · Cited by 13 · see citing works
Gilet, H., Gruenberger, J.-B., Bader, G., & Viala-Danten, M. (2012) · Value in Health · doi:10.1016/j.jval.2012.06.002 · Cited by 13 · see citing works
Ghnaim, A., Lone, I. M., Nun, N. B., & Iraqi, F. A. (2023) · International Journal of Molecular Sciences · doi:10.3390/ijms24098201 · Cited by 12 · see citing works
Transcultural Diabetes Nutrition Algorithm: The Mexican Application
Galvis, A. B. (2014) · Journal of Diabetes & Metabolism · doi:10.4172/2155-6156.1000423 · Cited by 11 · see citing works
Eikenhorst, L. V., Taxis, K., Rademakers, J., Zullig, L., de Gier, H. D., & van Dijk, L. (2020) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2019.08.004 · Cited by 9 · see citing works
Lewinski, A. A., Anderson, R. A., Vorderstrasse, A. A., Fisher, E. B., Pan, W., & Johnson, C. (2017) · JMIR Research Protocols · doi:10.2196/resprot.7442 · Cited by 9 · see citing works
Jakobsen, P. R., Christensen, J. R., Nielsen, J. B., Søndergaard, J., Jarbøl, D. E., Olsen, M. H., Nielsen, J. S., Kristensen, J. K., & Brandt, C. J. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18083924 · Cited by 7 · see citing works
Heron, L., Reaney, M. D., Hermanns, N., Abetz, L. N., & Gregg, L. C. (2013) · Diabetes Spectrum · doi:10.2337/diaspect.26.1.16 · Cited by 5 · see citing works
Brusadelli, E., Tomasich, A., Bruno, S., Romanazzi, A., Dagani, R., & Porcelli, P. (2018) · Psychotherapy and Psychosomatics · doi:10.1159/000486486 · Cited by 4 · see citing works
Chen, Y., Men, K., Meng, C.-M., Ma, J., & Guo, J.-C. (2020) · ScienceAsia · doi:10.2306/scienceasia1513-1874.2020.022 · Cited by 4 · see citing works
Hesamzadeh, A., Kashi, Z., Bahar, A., Saeidi, M., Ramzani, A., & Tahamtan, R. M. P. (2025) · Advances in Integrative Medicine · doi:10.1016/j.aimed.2025.03.004 · Cited by 3 · see citing works
Evaluación de la calidad en cuidados médicos prestados a pacientes diabéticos: un ciclo de mejora
Navarro-Martínez, A., Suárez-Beke, M. P., Sánchez-Nicolás, J. A., Lázaro-Aragues, P., Jiménez-Vázquez, E. D. J., & Mora, O. H.-D. (2014) · Revista de Calidad Asistencial · doi:10.1016/j.cali.2014.11.001 · Cited by 3 · see citing works
Inamdar, S. Z., & Kulkarni, R. V. (2017) · Indian Journal of Pharmacy Practice · doi:10.5530/ijopp.10.3.35 · Cited by 3 · see citing works
Lansink, C., Middelweerd, A., Laverman, G. D., & Jong, N. B.-D. (2026) · Implementation Science Communications · doi:10.1186/s43058-026-00904-3 · Cited by 2 · see citing works
Pati, S., Pati, S., van den Akker, M., Schellevis, F., Sahoo, K. C., & Burgers, J. S. (2020) · doi:10.21203/rs.3.rs-22272/v2 · Cited by 2 · see citing works
Chalie, S., Ewunetie, A. A., Assemie, M. A., Birhanie, A. L., Molla, F., Telayneh, A. T., & Endalew, B. (2024) · BMC Endocrine Disorders · doi:10.1186/s12902-024-01695-1 · Cited by 1 · see citing works
Mechanistic Insight of Innovative Biomarkers for Screening of Type II Diabetes Mellitus
Yadav, S. D., & Singh, N. (2023) · Current Indian Science · doi:10.2174/012210299x257270231127062630 · Cited by 1 · see citing works
Economic burden of diabetes in Telangana: A Cost of illness study
Annam, H. K., Nomula, P., & Gorla, H. (2020) · World Journal of Current Medical and Pharmaceutical Research · doi:10.37022/wjcmpr.2020.2211 · Cited by 1 · see citing works
Gao, R., Guo, H., Liu, Y., Pang, Y., Zhang, X., Lian, X., Yu, T., Zhu, L., & Li, F. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-056450 · Cited by 1 · see citing works
Social Interaction and Support in a Type 2 Diabetes Computer-Mediated Environment
Lewinski, A. A. (2017) · Cited by 1 · see citing works
Perceptions of Behavioral and Lifestyle Changes Among African American Women With Type 2 Diabetes
Almonor, M. (2016) · ScholarWorks (Walden University)
RISK FACTORS FOR EARLY DEVELOPMENT OF POLYNEUROPATHY AMONG TYPE II DIABETIC PATIENTS.
MahfouzH, M., HashemA, H., & Mostafa, Y. (2017) · International Journal of Advanced Research · doi:10.21474/ijar01/5416
Evaluation of wound healing activity of dalbergia sisso leaves in alloxan induced hyperglycemic rats
Soni, P., Qureshi, Z., Masood, M., & Jain, S. (2020) · Journal of Emerging Technologies and Innovative Research
Assenyi, S., & Adekanmi, A. (2020) · African Journal of Biomedical Research
Pati, S., Pati, S., van den Akker, M., Schellevis, F., Sahoo, K. C., & Burgers, J. S. (2020) · doi:10.21203/rs.3.rs-22272/v1
Akar, E. A., Weill, L., Khoury, M. E., Caradeuc, C., Bertho, G., Boutary, S., Bézier, C., Clerc, Z., Sapaly, D., Bendris, S., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26731981
Akar, E. A., Weill, L., Khoury, M. E., Caradeuc, C., Bertho, G., Boutary, S., Bézier, C., Clerc, Z., Sapaly, D., Bendris, S., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26731990
Akar, E. A., Weill, L., Khoury, M. E., Caradeuc, C., Bertho, G., Boutary, S., Bézier, C., Clerc, Z., Sapaly, D., Bendris, S., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26731987
Akar, E. A. (2022) · theses.fr (ABES) · doi:10.70675/a7b15e3fz84e7z4915z9447zc112181e06e4
Wang, J., Zhou, M., Xia, H., Feng, D., & Li, B. (2026) · Journal of Visualized Experiments · doi:10.3791/70109
Feighery, M. (2014) · Journal of Bioresource Management
- Authors
- Vigersky, R. A.
- Affiliations
- Diabetes Institute, Endocrinology Service, Walter Reed Health Care System, Washington, DC
- Corresponding author
- Vigersky, Robert A.
- ORCID
- Vigersky, Robert A.
- Venue
- Journal of Diabetes Science and Technology
- Publisher
- SAGE Publications
- Published
- 2011-03
- Volume
- 5
- Issue
- 2
- Pages
- 245-250
- ISSN
- 1932-2968 (ISSN-L)
- PMC
- PMC3125912
- OpenAlex
- W2144499439
- Cited by
- 50
- References
- 43
- Citations by year
- 2026: 2 · 2025: 1 · 2024: 5 · 2023: 2 · 2022: 3 · 2021: 3 · 2020: 7 · 2019: 1 · 2018: 2 · 2017: 5 · 2016: 3 · 2015: 2 · 2014: 5 · 2013: 3 · 2012: 4
- Type
- conference abstract
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Diabetes Science and Technology (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- 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 › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Keywords
- type 2 diabetes, adult patients, diabetes management, clinical inertia, medication adherence, self-monitoring of blood glucose, virtual reality
- MeSH terms
- Aged, Diabetes Mellitus, Type 2, Female, Humans, Male, Middle Aged, Patient Compliance, Patient Education as Topic, Self Care, Medical Laboratory Science, Blood Glucose Self-Monitoring, Health Care Costs, Diabetes Complications
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