ArticleBMC medical research methodology2022
How do study design features and participant characteristics influence willingness to participate in clinical trials? Results from a choice experiment.
Article in BMC medical research methodology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled it.
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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
15 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Efficacy of interventions aimed at reducing explicit and implicit weight bias in healthcare students: A systematic review and meta-analysis.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025Pooled it
- More than a moment: Evolving decisions among eligible volunteers in phase 1 COVID-19 vaccine trials.Human vaccines & immunotherapeutics · 2026Article
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- Attitudes and Willingness to Participate in Drug Clinical Trials Among Patients With Cancer: Multistage Qualitative Study.Journal of medical Internet research · 2026Article
- Association of Protocol Design-Related Factors With Enrollment Duration in Clinical Trials.Clinical and translational science · 2026Article
- A study on the prevalence and influencing factors of the willingness of healthy subjects to participate in clinical trials.Frontiers in public health · 2026Article
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- Do people prefer to take part in a clinical trial from home or come to site? A discrete choice experiment in type 2 diabetes mellitus.BMJ open · 2025Article
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- Key considerations for digital decentralised clinical trials from a feasibility study assessing pacing interventions for long COVID.Scientific reports · 2024Article
- The Quality of Life after Endometrial Cancer Study: Baseline Characteristics and Patient-Reported Outcomes.Current oncology (Toronto, Ont.) · 2024Article
- The status quo and influencing factors of clinical research nurses' participation in preoperative blood sampling in patients with pulmonary nodules.Journal of research in nursing : JRN · 2024Article
- Participant Experience of Taking Part in Periodontal Experimental Studies.International journal of dentistry · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundResearch about the decision to participate in a clinical study has tended to be limited to single indications and has focused on narrow sets of study and participant characteristics. This study applied stated preference methods to understand the clinical trial design attributes that most influence willingness to participate and how this varied with participant characteristics.
methodsAdults residing in the US, China, or Poland with a self-reported diagnosis of cancer, heart disease, migraine, rheumatoid arthritis, or multiple sclerosis completed an online survey. Participants were asked whether they would participate in clinical studies defined by seventeen attributes within five categories (payment/support, administration/procedures, treatment-related, study location/time commitment, and data collection/feedback). Participants saw six different hypothetical clinical study profiles. Depending on their participation decision to an initial clinical study profile, the subsequent five questions had one design attribute (randomly selected per question) consecutively improved or deteriorated to elicit preferences. A logistic regression was used to determine which participant characteristics influenced participation decisions. A latent class logit model was used to identify how the influence of study design features varied between participants and whether groups of participants with similar preferences could be identified.
resultsThe survey was completed by 487 participants (32% China, 35% Poland, 33% US; 8%-19% per indication). Willingness to participate was found to be a function of participant age, certain elements of quality of life, and previous treatment experience, in particular number of lines of treatment received and experience of adverse events. Willingness to participate was influenced by study design features such as payment, study duration, and time commitment - both the overall time and whether the time was at home or away from home, with the latter being particularly relevant to participants experiencing fatigue due to their disease.
conclusionsThis study quantifies how study designs influence willingness to participate and how this varies with participant types. These findings suggest that it is how an indication influences quality of life and treatment experience, rather than the indication alone, that impacts participation rates, opening the way for insights that are transferrable across indications, which may be particularly useful when considering rare diseases.
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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.