The DOI matches its Crossref record.
Predictors of glycemic control in insulin-using adults with type 2 diabetes.
Abstract
OBJECTIVE: To determine the characteristics that influence glycemic control among insulin-using adults with type 2 diabetes. RESEARCH DESIGN AND METHODS: We studied all 1,333 eligible members of a large not-for-profit health maintenance organization who responded to a 1997 survey. We tested associations among demographic, treatment, and psychometric variables with mean 1997 HbA1c values. The Problem Areas in Diabetes (PAID) instrument was used to assess the emotional effect of living with diabetes, and the Short Form 12 Physical Function Scale was used to assess the effect of physical limitations on daily activities. Based on differences between and within treatment groups, we built models to predict glycemic control for subgroups of subjects who were using insulin alone and those who were using insulin in combination with an oral hypoglycemic agent. RESULTS: Younger age, lower BMI, and increased emotional distress about diabetes (according to the PAID scale) were all significant predictors (P < 0.05) of worse glycemic control. However, except among individuals with an HbA1c level of >8.0 who were receiving combination therapy, only approximately 10% of the variance in glycemic control could be predicted by demographic, treatment, or psychometric characteristics. CONCLUSIONS: Personal characteristics explain little of the variation in glycemic control in insulin-using adults with type 2 diabetes. Possible explanations are that the reduced complexity of control in type 2 diabetes makes the disease less sensitive to personal factors than control in type 1 diabetes, that health-related behavior is less driven by personal and environmental characteristics among older individuals, or that, in populations exposed to aggressive glycemic control with oral hypoglycemic agents and nurse care managers, personal differences become largely irrelevant.
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
“risk factors such as depression, poor general health, high-stress levels, and obesity result in poor glycemic control.”
From Factors Associated with Long-Term Control of Type 2 Diabetes Mellitus (2016) · cites this paper as [18]
Citations
Cites
Still being checked.
Cited by
Sorted by citations
Items 101–130 of 130
Diabetes mellitus control in a large cohort of people with HIV in care-Washington, D.C.
Wallace, D. E., Horberg, M. A., Benator, D., Greenberg, A. E., Castel, A. D., Monroe, A. K., Happ, L. P., & on behalf of the DC Cohort Executive Committee (2020) · AIDS Care · doi:10.1080/09540121.2020.1808160 · Cited by 3
Mungreiphy, N. K., Mamza, J., Lakhdar, A., Bannister, M., Elliott, J., & Idris, I. (2015) · Current Medical Research and Opinion · doi:10.1185/03007995.2015.1008689 · Cited by 3
Komiti, A., Jackson, H. J., Nankervis, A. J., CONN, J. J., Allan, C. A., & Judd, F. K. (2014) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2013.12.007 · Cited by 3
Mocan, A., & Băban, A. (2015) · Romanian Journal of Diabetes Nutrition and Metabolic Diseases · doi:10.1515/rjdnmd-2015-0050 · Cited by 3
Predicting Response to Bolus Insulin Therapy in Patients With Type 2 Diabetes
Eby, E. L., Kelly, N., Hertzberg, J. K., Blodgett, M., Stubbins, C., Patel, R. H., Meadows, E. S., Benneyworth, B. D., & Faries, D. E. (2022) · Journal of Diabetes Science and Technology · doi:10.1177/19322968221098057 · Cited by 3
Barriers to adherence in a free medication program for low income individual with type 2 diabetes
McCabe, B. (2003) · Louisiana State University · doi:10.31390/gradschool_dissertations.3679 · Cited by 3
Comparison of clinical profile of geriatric and nongeriatric diabetic patients
Shastry, R., Adhikari, M., Pai, M. R. S. M., Kotian, S. M., Chowta, M. N., & Ullal, S. D. (2014) · International Journal of Diabetes in Developing Countries · doi:10.1007/s13410-014-0243-6 · Cited by 2
Increased A1C Among Adult Emergency Department Patients With Type 2 Diabetes
Silverman, R. A., Arora, H., Kwiatkowski, T. M., Graff, K., Baneman, E., Kohn, N. E., Bowman, C. F., Smith, K. N., & LESSER, M. L. (2011) · Annals of Emergency Medicine · doi:10.1016/j.annemergmed.2010.11.016 · Cited by 2
Level of Glycemic Control in Diabetic Patients Reffering to Zahedan Dental School (Iran) in 2005
Farhad-Mollashahi, L., Kadeh, H., Saravani, S., & Dashipoor, A. (2011) · Cited by 2
Reza, H. M., Hasan, T., Sultana, M., & Faruque, M. O. (2020) · Nutrition & Food Science · doi:10.1108/nfs-09-2020-0343 · Cited by 5
atcı, M. M., Cerciz, Ö. P., Kayar, Y., Borlu, F., & Altuntaş, Y. (2022) · Eurasian Journal of Medical Advances · doi:10.14744/ejma.2022.87597 · Cited by 2
FACTORS ASSOCIATED WITH GLYCAEMIC CONTROL AMONG TYPE 2 DIABETES MELLITUS PATIENTS
Fasya, W. H. W. F., Juni, M. H., Salmiah, S., Ariffin, A. A., & Zairina, A. R. (2016) · Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia) · Cited by 2
Haddad, F., & Al-Sarihin, K. K. (2012) · Cited by 1
The poorly controlled type 2 diabetic patient
Pinkney, J. H., & Wilding, J. P. H. (2004) · CRC Press eBooks · doi:10.3109/9780203640562-11 · Cited by 1
Glycemic control of Obese Patients with Type 2 Diabetes Mellitus
(2018) · International Journal of Diabetes & Metabolic Disorders · doi:10.33140/ijdmd/03/02/00001 · Cited by 1
Quality of Life in Telemedicine-Based Interventions for Type-2 Diabetes Patients: The TECNOB Project
Corti, S. P., Mauro, G., Pietrabissa, G., & Castelnuovo, G. (2013) · InTech eBooks · doi:10.5772/56009 · Cited by 1
Psychologic Factors and Diabetes
Ryan, C. M. (2010) · Wiley eBooks · doi:10.1002/9781444324808.ch49
Tip 2 Diyabette ‹nsülin Tedavisinin Etkinliini Belirleyen Faktörler
Muhtar, A., Uçak, S., Türkefl, G., & Altuntafl, Y. (2002)
Correlates of glycemic control - a cross sectional study among diabetic population
Chacko, M., & Khyrunnisa Begum (2016) · MyPrints@UOM (Mysore University Library)
Abougalambou, S. S. I., Suleiman, A. K., & Abougalambou, A. S. (2015)
Rocha, I. F. D. O. (2016) · doi:10.47749/t/unicamp.2016.966414
Roth, J. (2000) · Diabetes/Metabolism Research and Reviews · doi:10.1002/1520-7560(200007/08)16:4
Ansari, R. M., Harris, M., Hosseinzadeh, H., & Zwar, N. A. (2019) · Research Square · doi:10.21203/rs.2.14605/v3
Glycemic Control and Cardiometabolic Risk in Black Zimbabweans with Type 2 Diabetes Mellitus
Chiveto, D., Musarurwa, C., Mapira, H. T., Kaseke, F., Nyengerai, T., Kaseke, T., & Gori, E. (2024) · Diabetes Metabolic Syndrome and Obesity · doi:10.2147/dmso.s473042
Mitter, M., Ruch, B. P., Zivkovic, J., Theodorou, D., Cınar, E., Niklaus, C., Lawrance, M., Popovic, M., Scheibner, K., Mayor, R., et al. (2026) · Diabetes Technology & Therapeutics · doi:10.1177/15209156261457747
Drake, C., Lanford, T. J., Eldridge, M. R., Waddell, Z. E., German, J., Shapiro, A., Esteve, L., Tejwani, P., Lewinski, A. A., Bosworth, H. B., et al. (2026) · BMC Health Services Research · doi:10.1186/s12913-026-14680-2
Tengsl þekkingar, sjálfseflingar, streitu og tegundar sykursýki við langtímasykurgildið
Sigurðardóttir, Á. K., & Ólafsson, K. (2012) · Hirsla (Landspítali University Hospital)
Metadata
- Authors
- Nichols, G. A., Hillier, T. A., Javor, K., & Brown, J. B.
- Affiliations
- Kaiser Permanente (US)
- Venue
- Diabetes Care
- Publisher
- American Diabetes Association
- Published
- 2000-03-01
- Volume
- 23
- Issue
- 3
- Pages
- 273-277
- ISSN
- 0149-5992 (ISSN-L)
- 1935-5548
- OpenAlex
- W2024618354
- Cited by
- 130
- References
- 0
- Citations by year
- 2026: 2 · 2025: 1 · 2024: 1 · 2023: 1 · 2022: 3 · 2021: 2 · 2020: 6 · 2019: 5 · 2018: 7 · 2017: 6 · 2016: 10 · 2015: 8 · 2014: 10 · 2013: 3 · 2012: 14
- FWCI
- 3.28
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Diabetes Care (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
- glycemic control, type 2 diabetes, insulin therapy, HbA1c, predictors of glycemic control, emotional distress, diabetes distress, physical function, oral antidiabetic drugs, combination therapy, body mass index, age, health maintenance organizations
- MeSH terms
- Activities of Daily Living, Adult, Diabetes Mellitus, Type 2, Emotions, Female, Health Maintenance Organizations, Glycated Hemoglobin, Humans, Insulin, Male, Middle Aged, Oregon, Regression Analysis, Biomarkers, Health Behavior, Body Mass Index
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