ArticleThe patient2016
A Framework for Instrument Development of a Choice Experiment: An Application to Type 2 Diabetes.
Article in The patient, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 50 papers, 5 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
50 citing papers in PubMed, 5 syntheses or guidelines pooled it, 85 citations in OpenAlex.
- Preferences for Telephone Cancer Information and Support in People with Cancer and Carers: Attribute and Level Selection for a Discrete Choice Experiment.The patient · 2025Pooled it
- Using best-worst scaling to inform policy decisions in Africa: a literature review.BMC public health · 2024Pooled it
- Pooled it
- Use of Patient Preference Information in Benefit-Risk Assessment, Health Technology Assessment, and Pricing and Reimbursement Decisions: A Systematic Literature Review of Attempts and Initiatives.Frontiers in medicine · 2020Pooled it
- Pooled it
- Factors Influencing Physician Adherence to Venous Thromboembolism Risk Assessment Model Recommendations: A Best-Worst Scaling.American journal of cardiovascular drugs : drugs, devices, and other interventions · 2026Article
- Developing Attributes and Levels for a Discrete Choice Experiment on Internet Hospital Service Preferences Among Chinese Patients with Chronic Diseases: A Mixed-Methods Study.Patient preference and adherence · 2026Article
- What Service Characteristics Are Important to Patients Treated in Musculoskeletal Physiotherapy Services: Designing a Discrete Choice Experiment.Musculoskeletal care · 2025Article
- Privacy in perspective: research participants' priorities and concerns related to sharing data generated in human neuroscience studies.Neuroethics · 2025Article
- Tolerance for chemotherapy-induced peripheral neuropathy among women with metastatic breast cancer: a discrete-choice experiment.Breast cancer research and treatment · 2025Article
- Factors influencing the decision to discontinue treatment due to chemotherapy-induced peripheral neuropathy among patients with metastatic breast cancer: a best-worst scaling.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2025Article
- Information needs preferences of Chinese colorectal cancer patients receiving chemotherapy: A discrete choice experiment.Asia-Pacific journal of oncology nursing · 2024Article
- Evaluating the Preferences and Willingness-to-Pay for Oral Antidiabetic Drugs Among Patients with Type 2 Diabetes Mellitus in China: A Discrete Choice Experiment.The patient · 2024Article
- Pretesting Discrete-Choice Experiments: A Guide for Researchers.The patient · 2024Article
- Comparing the Self-Reported Acceptability of Discrete Choice Experiment and Best-Worst Scaling: An Empirical Study in Patients with Type 2 Diabetes Mellitus.Patient preference and adherence · 2024Article
- Developing a person-centered stated preference survey for dementia with Lewy bodies: value of a personal and public involvement process.Frontiers in dementia · 2024Article
- Article
- Decision Making About Disease-Modifying Treatments for Relapsing-Remitting Multiple Sclerosis: Stated Preferences and Real-World Choices.The patient · 2023Article
- Physical Activity Preferences of People Living with Brain Injury: Formative Qualitative Research to Develop a Discrete Choice Experiment.The patient · 2023Article
- Identifying patient preferences for diabetes care: A protocol for implementing a discrete choice experiment in Samoa.PloS one · 2023Article
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
objectiveChoice experiments are increasingly used to obtain patient preference information for regulatory benefit-risk assessments. Despite the importance of instrument design, there remains a paucity of literature applying good research principles. We applied a novel framework for instrument development of a choice experiment to measure type 2 diabetes mellitus treatment preferences.
methodsApplying the framework, we used evidence synthesis, expert consultation, stakeholder engagement, pretest interviews, and pilot testing to develop a best-worst scaling (BWS) and discrete choice experiment (DCE). We synthesized attributes from published DCEs for type 2 diabetes, consulted clinical experts, engaged a national advisory board, conducted local cognitive interviews, and pilot tested a national survey.
resultsFrom published DCEs (n = 17), ten attribute categories were extracted with cost (n = 11) having the highest relative attribute importance (RAI) (range 6-10). Clinical consultation and stakeholder engagement identified six attributes for inclusion. Cognitive pretesting with local diabetes patients (n = 25) ensured comprehension of the choice experiment. Pilot testing with patients from a national sample (n = 50) identified nausea as most important (RAI for DCE: 10 [95 % CI 8.5-11.5]; RAI for BWS: 10 [95 % CI 8.9-11.1]). The developed choice experiment contained five attributes (A1c decrease, blood glucose stability, low blood glucose, nausea, additional medicine, and cost).
conclusionThe framework for instrument development of a choice experiment included five stages of development and incorporated multiple stakeholder perspectives. Further comparisons of instrument development approaches are needed to identify best practices. To facilitate comparisons, researchers need to be encouraged to publish or discuss their instrument development strategies and findings.
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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.