ArticleDiabetes research and clinical practice2018
Assessing barriers to diabetes medication adherence using the Information-Motivation-Behavioral skills model.
Article in Diabetes research and clinical practice, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 62 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Effectiveness of an Information-Motivation-Behavioral Skills Model-based Intervention on Adherence to Domiciliary Non-invasive Ventilation of Patients With Chronic Hypercapnic Respiratory Failure: A Randomized Controlled Study
The Effect Of Model-Based Dıgıtal Game On Metabolıc Control, Self-Effıcıency And Qualıty Of Lıfe In Chıldren Wıth Type 1 Dıabetes
Who cites it
62 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- The Effects of Diverse Interventions on Diabetes Management Among Arabs With Diabetes: A Systematic Review.Journal of advanced nursing · 2025Pooled it
- A global systematic overview of socioeconomic factors associated with antidiabetic medication adherence in individuals with type 2 diabetes.Journal of health, population, and nutrition · 2023Pooled it
- Smart Healthcare-Enabled Information-Motivation-Behavioral Skills Model for Stroke Multimorbidity Rehabilitation: A Transitional Care Study.Medical science monitor : international medical journal of experimental and clinical research · 2026Trial
- Effectiveness of the Mobile-Based Diabetes Little Helper Video Intervention on Medication Adherence Among Older Adults Living With Type 2 Diabetes Mellitus, Henan, China: Randomized Controlled Trial.Journal of medical Internet research · 2026Trial
- Effects of a family-doctor-led community intervention model on self-management and medication taking in patients with type 2 diabetes mellitus: a randomized controlled trial.BMC public health · 2025Trial
- Clinical Decision Support and Cardiometabolic Medication Adherence: A Randomized Clinical Trial.JAMA network open · 2025 · on this mapTrial
- Exploring mHealth potential to improve kidney function: secondary analysis of a randomized trial of diabetes self-care in diverse adults.BMC nephrology · 2022Trial
- Effect of informationZhong nan da xue xue bao. Yi xue ban = Journal of Central South University. Medical sciences · 2022Trial
- Examining the Influencing Factors of Chronic Hepatitis B Monitoring Behaviors among Asian Americans: Application of the Information-Motivation-Behavioral Model.International journal of environmental research and public health · 2022Trial
- Effect of Information-Motivation-Behavioral Model Based on Protection Motivation Theory on the Psychological Resilience and Quality of Life of Patients with Type 2 DM.The Psychiatric quarterly · 2021Trial
- Effects of a Tailored Text Messaging Intervention Among Diverse Adults With Type 2 Diabetes: Evidence From the 15-Month REACH Randomized Controlled Trial.Diabetes care · 2021Trial
- The Role of Emotional Well-Being in Diabetes Prevention and Management.Annual review of nutrition · 2026Review
- Culturally Responsive Counseling and Tuberculosis Treatment Adherence: Development and Validation of an Integrated Model.Nursing reports (Pavia, Italy) · 2026Article
- Pain-responsive to digital self-management in lumbar disc herniation: the mediating role of patient activation and the moderating effect of pain intensity.BMC health services research · 2026Article
- Development of a Scale to Assess the Safe Disposal of Insulin Pen Needles in Patients With Diabetes: A Delphi Study.Nursing open · 2026Article
- Breaking the adherence barrier: an information-motivation-behavioral skills model analysis of self-efficacy in stroke survivors' home-based exercise.Frontiers in public health · 2026Article
- Development of the Diabetes Burnout Scale for patients with type 2 diabetes: a modified Delphi study.Frontiers in endocrinology · 2026Article
- Assessing a Community Health Worker-Facilitated, Digitally Delivered, Family-Centered Diabetes Management Program: Single-Arm Quasi-Experimental Study.JMIR formative research · 2025Article
- [Influencing factors of responsive caregiving among infant mothers in Weifang City].Beijing da xue xue bao. Yi xue ban = Journal of Peking University. Health sciences · 2025Article
- Adapting a Text Messaging Intervention to Improve Diabetes Medication Adherence in a Spanish-Speaking Population: Qualitative Study.JMIR human factors · 2025Article
2 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
aimsMedication nonadherence is a prevalent and costly problem among patients with type 2 diabetes. Applications of theory can inform and improve adherence promotion interventions. We used a new assessment based on the Information-Motivation-Behavioral skills (IMB) model of adherence to assess patient-reported barriers and test the theoretical model.
methodsParticipants (N = 237) completed a card sorting task to identify barriers to adherence, a survey, and a hemoglobin A1c (HbA1c) test. We identified the most commonly reported adherence barriers and examined associations between patient characteristics and barriers mapped onto each of the IMB constructs. We used structural equation modeling to test the IMB model and determine if barriers as reported on this measure predict patients' self-reported diabetes medication adherence and, in turn, HbA1c levels.
resultsThe most frequently reported barriers were forgetting doses, thinking brand name medicine works better than generic medicine, not seeing immediate benefit, and feeling burned out with taking diabetes medicine. Younger age and lower health literacy were associated with higher barrier scores for all IMB model constructs. Information and social motivation barriers affected adherence via behavioral skills barriers (indirect effects -0.19, CI [-0.33, -0.09] and -0.24, CI [-0.37, -0.14], respectively). The IMB barrier constructs explained 44% of the variance in diabetes medication adherence which, in turn, was significantly associated with and explained 8% of the variance in HbA1c (both p < .001).
conclusionsResults suggest this assessment task can identify patient-specific barriers to diabetes medication adherence. Interventions targeting patient-specific barriers using this assessment could improve adherence and HbA1c.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.