ArticleBMJ open2022
How to identify clinically significant diabetes distress using the Problem Areas in Diabetes (PAID) scale in adults with diabetes treated in primary or secondary care? Evidence for new cut points based on latent class analyses.
Article in BMJ open, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 1 of them a synthesis that pooled it.
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34 citing papers in PubMed, 1 synthesis or guideline pooled it, 49 citations in OpenAlex.
- The effect of automated insulin delivery system use on diabetes distress in people with type 1 diabetes and their caregivers: A systematic review and meta-analysis.Diabetic medicine : a journal of the British Diabetic Association · 2025Pooled it
- Promoting Problem-Solving Among Low-Income Adults With Type 2 Diabetes: Cluster-Randomized Controlled Trial of a Mobile Health Intervention With SMS Text Messaging (Mobile Diabetes Detective).Journal of medical Internet research · 2026Trial
- The Effect of Do-It-Yourself Real-Time Continuous Glucose Monitoring on Glycemic Variables and Participant-Reported Outcomes in Adults With Type 1 Diabetes: A Randomized Crossover Trial.Journal of diabetes science and technology · 2025Trial
- Randomized controlled trial to evaluate an app-based multimodal digital intervention for people with type 2 diabetes in comparison to a placebo app.Frontiers in digital health · 2025Trial
- Beyond PAID ≥40: Preserving the clinical meaning of diabetes distress in type 1 diabetes.Journal of diabetes investigation · 2026Article
- What Is a Clinically Meaningful Change in Diabetes Distress? Findings for Diabetes Care and Research From the SFDT1 Cohort.Diabetes, obesity & metabolism · 2026Article
- Mapping the Problem Areas in Diabetes (PAID) and Diabetes Distress Scale (DDS) to the EQ-5D-5L in diabetes care.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2026Article
- Determinants of Stress and Obstacles to Diabetes-Related Quality of Life in Adults With Type 2 Diabetes: A Cross-Sectional Interaction-Mediation Analysis.Worldviews on evidence-based nursing · 2026Article
- Article
- Role of Sleep Disturbances and Diabetes-Related Distress on Glycemic Control: A Path Analysis.Research in nursing & health · 2026Article
- A machine learning approach to predicting severe diabetes distress in adults with type 1 diabetes mellitus.Journal of diabetes investigation · 2026Observational
- Article
- Independent associations of mental health and diabetes complications with health-related quality of life: Evidence from a cross-sectional study.Diabetes, obesity & metabolism · 2026Article
- Associations between impaired awareness of hypoglycaemia and mental health in insulin-treated type 2 and type 1 diabetes in the Hypo-METRICS study.Diabetic medicine : a journal of the British Diabetic Association · 2026Observational
- Psychosocial burden in type 1 diabetes: a cross-sectional network analysis in the SFDT1 study.BMJ open · 2026Article
- Observational
- Clinical and Demographic Characteristics Associated with Type 1 Diabetes Distress in Latin American Children.Journal of pediatrics. Clinical practice · 2025Article
- Primed for Precision: A Review of the Evidence for Heterogeneous Treatment Effects in Diabetes Distress Treatments Among Adults with Type 1 Diabetes and Recommendations for Future Research.Current diabetes reports · 2025Review
- The impact of the dose adjustment for normal eating (DAFNE) structured education programme on health outcomes and healthcare costs for people with type 1 diabetes in Ireland.Diabetic medicine : a journal of the British Diabetic Association · 2025Article
- Clinical phenotyping of people living with type 1 diabetes according to their levels of diabetes-related distress: results from the SFDT1 cohort.BMJ open diabetes research & care · 2025Observational
Corrections and comments
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Authors and funding
3 authors at 2 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionThe Problem Areas of Diabetes (PAID) questionnaire is a frequently used measure to assess diabetes-distress. The aim of this study was to identify clinically meaningful levels of diabetes-distress, using latent class analyses (LCA), and to determine which groups were at increased risk of elevated diabetes-distress in terms of sex, age, type of diabetes and glycaemic control.
methodsData were derived from four studies (total N=2966, 49% female, age range 18-95 years, 43% type 1 diabetes, diabetes duration range 0-79 years). LCAs were performed to examine possible latent groups in the distribution of answers on the individual PAID items. Demographic and diabetes-related characteristics were added to the model to estimate their effects on latent class membership and receiver operating curves curves to determine cut-offs.
resultsThree levels of diabetes distress were distinguished with defined cut-off scores and labelled as: low, moderate and high diabetes distress. Levels of distress did not associate with distinct clusters of items. Older people were more likely to be part of the low distress class; women and people with high HbA
conclusionThree levels of diabetes-distress can be distinguished: low, moderate and high diabetes distress. Younger people, women and people with poor glycaemic control are at an increased risk for high levels of distress. A cut-off of 40 is satisfactory to detect people with high levels of diabetes-distress; a score of 0-16 indicates low diabetes distress and a score of 17-39 moderate diabetes distress.
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