The DOI matches its Crossref record.
Estimated Benefits of Glycemic Control in Microvascular Complications in Type 2 Diabetes
Abstract
BACKGROUND: The benefits of intensive glycemic control in patients with type 2 diabetes are not well quantified. It is therefore not clear which patients will benefit most from aggressive glycemic control. OBJECTIVE: To evaluate the efficacy of glycemic control in type 2 diabetes. DESIGN: Markov decision model. PATIENTS: Diabetic patients at a health maintenance organization. MAIN OUTCOME MEASURES: Risks for developing blindness and end-stage renal disease; number of patients and patient-years needed to treat to prevent complications. RESULTS: For a patient in whom diabetes developed before 50 years of age, reducing hemoglobin A1c levels from 9% to 7% results in an estimated 2.3-percentage point decrease (from 2.6% to 0.3%) in lifetime risk for blindness due to retinopathy. The same change in a patient with diabetes onset at 65 years of age would be expected to decrease the risk for blindness by 0.5 percentage points (from 0.5% to < 0.1%). However, the Markov model predicts substantially greater benefit when moving from poor to moderate glycemic control than when moving from moderate to almost-normal glycemic control. Targeting less than 20% of the patients at one health maintenance organization for intensified therapy may prevent more than 80% of the preventable patient-time spent blind. The risks for end-stage renal disease and the risk reduction provided by improved glycemic control are lower than those for blindness. CONCLUSIONS: This probability model, based on extrapolation from the experience with type 1 diabetes, suggests that patients with early onset of type 2 diabetes will accrue substantial benefit from almost-normal glycemic control. In patients with later onset, moderate glycemic control prevents most end-stage complications caused by microvascular disease. These results have important implications for informing patients and allocating health care resources.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“The reason for the lack of reliable data on diabetic complications T2DM in our review might be explained by the low rate of these complications in the people with the largest intervention effect and the time it takes to develop these complications (Vijan 1997).”
Citations
Cited by
Sorted by citations
Items 101–200 of 228
EPIDEMIOLOGY OF NON-INSULIN-DEPENDENT DIABETES MELLITUS AND ITS MACROVASCULAR COMPLICATIONS
Warram, J. H., Kopczyński, J., Janka, H. U., & Królewski, A. S. (1997) · Endocrinology and Metabolism Clinics of North America · doi:10.1016/s0889-8529(05)70239-5 · Cited by 24
Commendatore, V., Dieuzeide, G., Faingold, C., Fuente, G. V., Luján, D., Aschner, P. J., Lapertosa, S., Villena, J. E., Elgart, J. F., & Gagliardino, J. J. (2013) · International Journal of Clinical Practice · doi:10.1111/ijcp.12208 · Cited by 25
Kwak, S., Lee, Y., Baek, S., & Shin, J. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19137900 · Cited by 25
PROPAT: A study to improve the quality and reduce the cost of diabetes care
Gagliardino, J. J., Olivera, E. M., Etchegoyen, G. S., et al. (2006) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2006.02.004 · Cited by 25
Quality Indicators for the Care of Diabetes Mellitus in Vulnerable Elders
Shekelle, P., & Vijan, S. S. (2007) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2007.01337.x · Cited by 25
Self-citationSriraman, S., Sreejith, D., Andrew, E., Okello, I., & Willcox, M. L. (2023) · Complementary Therapies in Clinical Practice · doi:10.1016/j.ctcp.2023.101808 · Cited by 37
Broadbent, D., Sampson, C., Wang, A., Howard, L., Williams, A. E., Howlin, S. U., Appelbe, D. E., Moitt, T., Cheyne, C. P., Mobayen‐Rahni, M., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-025788 · Cited by 24
Richter, B., & Berger, M. (2000) · Diabetologia · doi:10.1007/s001250050039 · Cited by 21
Chigurupati, S., Alharbi, F. S., Almahmoud, S. A., et al. (2021) · Arabian Journal of Chemistry · doi:10.1016/j.arabjc.2021.103422 · Cited by 23
Seib, C. A., Parkinson, J. E., McDonald, N., Fujihira, H., Zietek, S., & Anderson, D. J. (2018) · Maturitas · doi:10.1016/j.maturitas.2018.02.008 · Cited by 26
Determining the value of disease management programs.
Selby, J., Scanlon, D. P., Lafata, J. E., Villagra, V., Beich, J., & Salber, P. (2003) · The Joint Commission Journal on Quality and Safety · doi:10.1016/s1549-3741(03)29059-6 · Cited by 25
Chilcott, J. B., Wight, J., Jones, M. L., & Tappenden, P. (2001) · Health Technology Assessment · doi:10.3310/hta5190 · Cited by 22
Anyanwagu, U., Mamza, J., Donnelly, R., & IDRIS, I. R. (2018) · Age and Ageing · doi:10.1093/ageing/afy178 · Cited by 24
How Do Diabetes Models Measure Up? A Review of Diabetes Economic Models and ADA Guidelines
Govan, L., Wu, O., Lindsay, R. S., & Briggs, A. H. (2015) · Journal of health economics and outcomes research · doi:10.36469/9831 · Cited by 21
Special Considerations in Older Adults With Diabetes: Meeting the Challenge
Sinclair, A. J. (2006) · Diabetes Spectrum · doi:10.2337/diaspect.19.4.229 · Cited by 22
Yagüe, M. P. B., Tudela, L., Soler, V., Plá, Á. B., & Garrigós, A. F. (2007) · Atención Primaria · doi:10.1157/13101795 · Cited by 22
Mostafa, S. A., Coleman, R. L., Agbaje, O. F., Gray, A. M., Holman, R. R., & Bethel, M. A. (2017) · Diabetic Medicine · doi:10.1111/dme.13533 · Cited by 22
Camacho, P. M., Pitale, S., & Abraira, C. (2000) · Drugs & Aging · doi:10.2165/00002512-200017060-00004 · Cited by 19
Zareban, I., Niknami, S., Hidarnia, A. A., Rakhshani, F., Karimy, M., & Shamsi, M. (2013) · Health Scope · doi:10.17795/jhealthscope-8690 · Cited by 19
Guidelines for treating risk factors should include tools for shared decision making
Yudkin, J. S., Kavanagh, J., & McCormack, J. P. (2016) · BMJ · doi:10.1136/bmj.i3147 · Cited by 19
One Size Does Not Fit All: The Need for a Continuous Measure for Glycemic Control in Diabetes
Aron, D. C., & POGACH, L. M. (2007) · The Joint Commission Journal on Quality and Patient Safety · doi:10.1016/s1553-7250(07)33073-0 · Cited by 19
Glucose screening and the risk of complications in Type 2 diabetes mellitus
Schellhase, K. G., Koepsell, T. D., Weiss, N. S., Wagner, E. H., & Reiber, G. E. (2003) · Journal of Clinical Epidemiology · doi:10.1016/s0895-4356(02)00533-4 · Cited by 18
Hepatic electrical stimulation reduces blood glucose in diabetic rats
Chen, J., Pasricha, P. J., Yin, J., Li, L., & Chen, J. D. Z. (2010) · Neurogastroenterology & Motility · doi:10.1111/j.1365-2982.2010.01556.x · Cited by 17
Kirsh, S. R., & Aron, D. C. (2011) · Drugs & Aging · doi:10.2165/11594750-000000000-00000 · Cited by 17
Meneilly, G. S., & Tessier, D. (2000) · Humana Press eBooks · doi:10.1007/978-1-59259-715-4_12 · Cited by 17
Criterios y pautas de terapia combinada en la diabetes tipo 2
Goday, A., Franch‐Nadal, J., Goday, A., Mata‐Cases, M., Guisasola, F. Á., Espino, J. D., Fernández, I. F., Graner, D. T., Delgado, D. A., Aguilar‐Diosdado, M., et al. (2001) · Endocrinología y Nutrición · doi:10.1016/s1575-0922(01)73510-3 · Cited by 17
Kummer, A. J., Pulford, B. E., Ishii, D. N., & Seigel, G. M. (2003) · Journal of Diabetes Research · doi:10.1080/15438600303729 · Cited by 16
Type 2 diabetes mellitus in Navajo adolescents.
Kim, C., McHugh, C., Kwok, Y. S., & Smith, A. L. (1999) · Europe PMC (PubMed Central) · Cited by 16
A qualitative evaluation of racial disparities in glucose control.
Shacter, H. E., Shea, J. A., Akhabue, E., Sablani, N., & Long, J. A. (2009) · PubMed · doi:10.13016/o06e-gc2a · Cited by 15
Gagliardino, J. J., Williams, R., & Clark, C. M. (2000) · Diabetes Care · doi:10.2337/diacare.23.12.1844 · Cited by 14
Coberley, C. R., McGinnis, M. A., Orr, P. M., Coberley, S. S., Hobgood, A., Hamar, B., Gandy, B., Pope, J. E., Hudson, L. R., Hara, P., et al. (2007) · Disease Management · doi:10.1089/dis.2006.632 · Cited by 13
Joy, T. M., Najeeb, S. S., Sreedevi, A., Vijayakumar, K., Syama, & Glycaemic Control and Determinants Team (2022) · Indian Journal of Public Health · doi:10.4103/ijph.ijph_1104_22 · Cited by 13
Current Drug Treatment of Hyperlipidemia in Older Adults
Dixon, D. L., Donohoe, K. L., Ogbonna, K. C., & Barden, S. M. (2015) · Drugs & Aging · doi:10.1007/s40266-015-0240-6 · Cited by 13
Takahashi, T., & Miyazawa, M. (2011) · Medicinal Chemistry Research · doi:10.1007/s00044-011-9699-9 · Cited by 13
Aron, D. C., Rajan, M., & POGACH, L. M. (2006) · International Journal for Quality in Health Care · doi:10.1093/intqhc/mzl064 · Cited by 13
Couch, C. E., Sheffield, P., Gerthoffer, T. D., Ries, A., & Hollander, P. A. (2003) · Baylor University Medical Center Proceedings · doi:10.1080/08998280.2003.11927921 · Cited by 13
Abraira, C., & McGuire, D. K. (1999) · American Heart Journal · doi:10.1016/s0002-8703(99)70036-0 · Cited by 13
Feasibility and Outcomes of Insulin Therapy in Elderly Patients with Diabetes Mellitus
Saudek, C. D., & Golden, S. H. (1999) · Drugs & Aging · doi:10.2165/00002512-199914050-00005 · Cited by 13
Antidiabetic agents and cardiovascular outcomes in patients with heart diseases
Cheng, J. W. M., Badreldin, H. A., Patel, D. K., & Bhatt, S. H. (2017) · Current Medical Research and Opinion · doi:10.1080/03007995.2017.1284052 · Cited by 12
Dealing With Complexity in Clinical Diabetes
Kahn, R. (2003) · Diabetes Care · doi:10.2337/diacare.26.11.3168 · Cited by 12
Duckworth, W. C., McCarren, M., & Abraira, C. (2006) · Endocrine Practice · doi:10.4158/ep.12.s1.85 · Cited by 12
Diabetes Prevention and the Role of Risk Factor Reduction in the Medicare Population
Koller, E. A., Chin, J. S., & Conway, P. H. (2013) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2012.12.019 · Cited by 11
Perspectives on Prediabetes and Aging
Al‐Sofiani, M. E., Asiri, A. A., Alajmi, S., & Alkeridy, W. A. (2023) · Endocrinology and Metabolism Clinics of North America · doi:10.1016/j.ecl.2022.10.011 · Cited by 11
Pay for performance programs in Australia: a need for guiding principles
Scott, I. A. (2008) · Australian Health Review · doi:10.1071/ah080740 · Cited by 10
α-Glucosidase and α-amylase inhibitory activities of Pithecellobium dulce bark and leaves
Katekhaye, S. D., & Nagmoti, D. M. (2013) · Cited by 9
Long-Term Patterns of Antidiabetic Medication Use in Patients with Type 2 Diabetes
Yang, X., Yang, Z., Lin, H., Shen, P., Wang, H., & Zhan, S. (2018) · Medical Science Monitor · doi:10.12659/msm.913603 · Cited by 9
Strutz, F. M., Bramlage, P., & Paar, W. D. (2005) · Current Medical Research and Opinion · doi:10.1185/030079905x61811 · Cited by 9
Is ‘routine’ laboratory testing a thing of the past?
Tabas, G., & Vanek, M. S. (1999) · Postgraduate Medicine · doi:10.3810/pgm.1999.03.639 · Cited by 9
Considerations of osteoporosis prevention in an aging society
Hamerman, D. (2000) · Maturitas · doi:10.1016/s0378-5122(00)00173-0 · Cited by 9
The Need for Glycemic Trials in Type 2 Diabetes
Abraira, C., & Duckworth, W. C. (2003) · Clinical Diabetes · doi:10.2337/diaclin.21.3.107 · Cited by 9
Improving Care in Older Patients with Diabetes: A Focus on Glycemic Control
Lee, E. A., Gibbs, N. E., Martin, J., Ziel, F. H., Polzin, J. K., & Palmer-Toy, D. E. (2016) · The Permanente Journal · doi:10.7812/tpp/15-080 · Cited by 9
Koufakis, T., Zografou, I., Doumas, M. N., & Kotsa, K. (2023) · American Journal of Cardiovascular Drugs · doi:10.1007/s40256-023-00610-8 · Cited by 9
Measuring Quality in Pay-for-Performance Programs
Meddings, J. A., & McMahon, L. F. (2008) · Disease Management & Health Outcomes · doi:10.2165/00115677-200816040-00002 · Cited by 8
Katekhaye, S. D., Paul, A. T., & Laddha, K. S. (2016) · Chemistry of Natural Compounds · doi:10.1007/s10600-016-1645-0 · Cited by 8
Managing Diabetes and Preventing Heart Disease: Have We Found a Safe and Effective Agent?
Cheng, J. W. M., Colucci, V. J., Kalus, J. S., & Spinler, S. A. (2018) · Annals of Pharmacotherapy · doi:10.1177/1060028018816466 · Cited by 7
Diabetes on a Cardiovascular Ward: Adherence to Current Recommendations
Bethel, M. A., Alexander, J. H., Lane, J., et al. (2004) · Southern Medical Journal · doi:10.1097/01.smj.0000140853.71806.31 · Cited by 7
Yudkin, J. S., & Montori, V. M. (2015) · Diabetes Care · doi:10.2337/dc14-2910 · Cited by 7
McCormack, J. P., Martin, S. A., & Newman, D. H. (2015) · Diabetes Care · doi:10.2337/dc15-0074 · Cited by 6
PREVENTION AND TREATMENT OF MICROVASCULAR AND NEUROPATHIC COMPLICATIONS OF DIABETES
Eastman, R. C., & GARFIELD, S. A. (1999) · Primary Care Clinics in Office Practice · doi:10.1016/s0095-4543(05)70131-7 · Cited by 6
Development and Implementation of Advanced Training Course for Diabetes Educators in Argentina
Gagliardino, J. J., Malbrán, M. D. C., & Clark, C. M. (2007) · Diabetes Spectrum · doi:10.2337/diaspect.20.1.24 · Cited by 5
Therapieziele beim geriatrischen Patienten
Wernecke, J., & Friedl, A. (2010) · Der Diabetologe · doi:10.1007/s11428-010-0592-9 · Cited by 5
Baxi, S. M., Lakin, J. R., Lyles, C. R., Berkowitz, S. A., Horton, C. K., & Sarkar, U. (2013) · The Joint Commission Journal on Quality and Patient Safety · doi:10.1016/s1553-7250(13)39016-3 · Cited by 6
Lefebvre, A. L., Zullo, A. R., Dapaah‐Afriyie, R., et al. (2018) · Journal of Pharmacy Practice and Research · doi:10.1002/jppr.1349 · Cited by 5
The Patient Perspective as an Integral Part of Diabetes Disease Management
Rayman, K. M., & Ellison, G. C. (2000) · Disease Management & Health Outcomes · doi:10.2165/00115677-200007010-00002 · Cited by 5
Mayberry, R., Davis, T., Alema‐Mensah, E., Samadi, A. R., Finley, R., & Jones, A. R. (2005) · Journal of Health Care for the Poor and Underserved · doi:10.1353/hpu.2005.0128 · Cited by 5
Cure, Care, and Commitment: What Can We Look Forward To?
Rizza, R. A., Eddy, D. M., & Kahn, R. (2008) · Diabetes Care · doi:10.2337/dc08-9019 · Cited by 5
Glycemic Control in Older Adults: Applying Recent Evidence to Clinical Practice
Sood, A. K., & Aron, D. C. (2009) · Cited by 5
Goday, A., Franch‐Nadal, J., Goday, A., Mata, M., Guisasola, F. Á., Espino, J. D., Fernández, I. F., Graner, D. T., Delgado, D. A., Aguilar‐Diosdado, M., et al. (2001) · Atención Primaria · doi:10.1016/s0212-6567(01)79381-x · Cited by 5
What is the Return on Investment Associated with Diabetes Disease Management?
Sidorov, J. E., Paulick, P., & Sobel, L. (2003) · Disease Management & Health Outcomes · doi:10.2165/00115677-200311090-00004 · Cited by 5
Are we overvaluing performance measures?
Vijan, S. S. (2001) · PubMed · Cited by 5
Self-citationMa, H., Zhang, J., Meng, B., Wang, K., Li, Y., & Liang, N. (2025) · PLoS ONE · doi:10.1371/journal.pone.0322886 · Cited by 5
To What Target Hemoglobin A1c Level Would You Treat This Patient With Type 2 Diabetes?
Smetana, G. W., Nathan, D. M., Dugdale, D. C., & Burns, R. B. (2019) · Annals of Internal Medicine · doi:10.7326/m19-0946 · Cited by 7
Terrés-Speziale, A. M. (2006) · Revista Latinoamericana de Patología Clínica y Medicina de Laboratorio · Cited by 4
Sand�n-Eriksson, B. (2000) · Practical Diabetes · doi:10.1002/1528-252x(200006)17:4 · Cited by 4
Diabetes mellitus and life insurance.
Milano, A. F. (2001) · PubMed · Cited by 4
Spollett, G., & Stark, C. (2017) · American Diabetes Association eBooks · doi:10.2337/9781580405690.ch21 · Cited by 4
Hoogenveen, R. T., Feenstra, T., van Baal, P. H. M., & Baan, C. A. (2005) · Rivm Repository (Netherlands National Institute for Public Health and the Environment) · Cited by 4
Sinclair, A. J. (2004) · Wiley eBooks · doi:10.1002/0470862092.d0812 · Cited by 4
Lindner, N., Hoffmann, M.-C., Haasenritter, J., Woike, J. K., & Donner‐Banzhoff, N. (2025) · BMC Family Practice · doi:10.1186/s12875-025-02887-x · Cited by 3
Rahman, I. U., Idrees, M., Rahman, K. U., et al. (2016) · Chinese Journal of Integrative Medicine · doi:10.1007/s11655-016-2583-1 · Cited by 3
Consensus Report: Diabetes Performance Measures: Current Status and Future Directions
O’Connor, P. J., Bodkin, N. L., FRADKIN, J. E., Glasgow, R. E., Greenfield, S., Gregg, E. W., Kerr, E. A., Pawlson, L. G., Selby, J. V., Sutherland, J. E., et al. (2011) · Clinical Diabetes · doi:10.2337/diaclin.29.3.102 · Cited by 3
Evidence-based risk assessment.
Milano, A. F. (2001) · PubMed · Cited by 3
Intensive Glucose Control in Elderly Adults
Hayward, R. A., Hofer, T. P., & Vijan, S. S. (2007) · JAMA · doi:10.1001/jama.297.20.2195-a · Cited by 3
Self-citationInsulin treatment for type 2 diabetes.
Hirsch, I. B., Evans, T. C., & Gaster, B. (1998) · PubMed · Cited by 3
Goday, A., Franch‐Nadal, J., Goday, A., Cases, M. M., Guisasola, F. Á., Espino, J. D., Fernández, I. F., Graner, D. T., Delgado, D. A., Aguilar‐Diosdado, M., et al. (2001) · Atención Primaria · doi:10.1016/s0212-6567(01)78797-5 · Cited by 3
Pang, G. S.-W., Chung, T. W.-H., Choy, H. H.-T., Lee, C.-Y., Tung, J. Y., Fu, A. C., Tsang, J. W., Yau, H., Belaramani, K. M., Wong, L., et al. (2024) · Journal of Pediatric Endocrinology and Metabolism · doi:10.1515/jpem-2023-0295 · Cited by 2
Quality Indicators for the Management of Diabetes Mellitus for Vulnerable Older Persons
Shekelle, P., & Vijan, S. S. (2004) · Cited by 2
Self-citationMeasuring Value in Primary Care: Enhancing Quality or Checking the Box?
Tipirneni, R., & McMahon, L. F. (2014) · Health Services Research · doi:10.1111/1475-6773.12256 · Cited by 2
Diabetes in an Undergraduate Class
Watve, M. (2012) · Springer eBooks · doi:10.1007/978-1-4614-4409-1_3 · Cited by 2
Bergemann, R., Hauner, H., Morris, A. D., et al. (2006) · Journal of Medical Economics · doi:10.3111/200609083099 · Cited by 2
Oxygen-generating nanobiomaterials for the treatment of diabetes
Gholipourmalekabadi, M., Jajarmi, V., Rezvani, Z., Ghaffari, M., Verma, K., Shirinzadeh, H., & Mozafari, M. (2016) · Elsevier eBooks · doi:10.1016/b978-0-323-42865-1.00012-x · Cited by 2
Farmakoekonomicheskie aspekty lecheniya sakharnogo diabeta 2 tipa
Nedosugova, L. V. (2008) · Diabetes Mellitus · doi:10.14341/2072-0351-5765 · Cited by 1
Diabetics' Adherence to Medical Treatment/Self-Monitoring Program- A Pilot Study
Zugravu, C., Stoian, A. P., & Patrascu, D. (2014) · International journal of collaborative research on internal medicine & public health · Cited by 1
Chandalia, H. B., & Thadani, P. (2016) · International Journal of Diabetes in Developing Countries · doi:10.1007/s13410-016-0467-8 · Cited by 1
There really is no such thing as mild diabetes: a new perspective on an old idea
Baxter, M., & Hudson, R. D. A. (2017) · British Journal of Diabetes · doi:10.15277/bjd.2017.113 · Cited by 1
Pöhlmann, J., Bergenheim, K., Sánchez, J. J. G., Rao, N., Briggs, A. H., & Pollock, R. F. (2022) · Diabetes Therapy · doi:10.1007/s13300-022-01208-0 · Cited by 1
More and more elderly diabetics: toward evidence-based deprescribing?
Micheli, A. D. (2018) · The Journal of AMD · doi:10.36171/jamd18.21.1.02 · Cited by 1
Guidelines for Glycemic Control in Type 2 Diabetes
POGACH, L. M., & Sawin, C. T. (1998) · Annals of Internal Medicine · doi:10.7326/0003-4819-128-10-199805150-00015 · Cited by 1
The Evidence to Screen for Type 2 Diabetes
Engelgau, M. M., & Narayan, K. M. V. (2010) · Wiley eBooks · doi:10.1002/9780470682807.ch6 · Cited by 1
Renal replacement therapy for diabetic patients
Woredekal, Y., & Friedman, E. A. (2004) · Springer eBooks · doi:10.1007/978-1-4020-2275-3_53 · Cited by 1
Metadata
- Authors
- Vijan, S., Hofer, T. P., & Hayward, R. A.
- Affiliations
- University of Michigan (US)
- Corresponding author
- Vijan, Sandeep
- Venue
- Annals of Internal Medicine
- Publisher
- American College of Physicians
- Published
- 1997-11-01
- Volume
- 127
- Issue
- 9
- Pages
- 788-795
- ISSN
- 0003-4819 (ISSN-L)
- 1539-3704
- OpenAlex
- W2075434285
- Cited by
- 228
- References
- 0
- Citations by year
- 2025: 2 · 2024: 1 · 2023: 3 · 2022: 3 · 2021: 7 · 2020: 1 · 2019: 4 · 2018: 6 · 2017: 7 · 2016: 12 · 2015: 6 · 2014: 6 · 2013: 11 · 2012: 5
- FWCI
- 8.10
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Annals of Internal Medicine (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Agency for Healthcare Research and Quality (HSO 666501)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Keywords
- type 2 diabetes, glycemic control, tight glycemic control, microvascular complications, diabetic retinopathy, blindness, end-stage renal disease, HbA1c, Markov decision process, age at onset of diabetes, healthcare resource allocation
- MeSH terms
- Adult, Blindness, Blood Glucose, Diabetes Mellitus, Type 2, Diabetic Angiopathies, Diabetic Retinopathy, Glycated Hemoglobin, Humans, Kidney Failure, Chronic, Markov Chains, Middle Aged, Risk Factors, Sensitivity and Specificity
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review