ReviewHealth technology assessment (Winchester, England)2021
Developing a reference protocol for structured expert elicitation in health-care decision-making: a mixed-methods study.
Review in Health technology assessment (Winchester, England), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 53 papers, 8 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
53 citing papers in PubMed, 8 syntheses or guidelines pooled it.
- Applications of Structural Expert Elicitations for Economic Evaluations: A Systematic Review Update.PharmacoEconomics · 2026Pooled it
- Treatments for renal cell carcinoma: NICE Pilot Treatment Pathways Appraisal.Health technology assessment (Winchester, England) · 2026Pooled it
- Structured expert elicitation for long-term survival outcomes in health technology assessment: a systematic review.BMC medical informatics and decision making · 2025Pooled it
- Internal communication from a happiness management perspective: state-of-the-art and theoretical construction of a guide for its development.BMC psychology · 2024Pooled it
- Ceftazidime with avibactam for treating severe aerobic Gram-negative bacterial infections: technology evaluation to inform a novel subscription-style payment model.Health technology assessment (Winchester, England) · 2024Pooled it
- Cefiderocol for treating severe aerobic Gram-negative bacterial infections: technology evaluation to inform a novel subscription-style payment model.Health technology assessment (Winchester, England) · 2024Pooled it
- Headroom Analysis for Early Economic Evaluation: A Systematic Review.Applied health economics and health policy · 2023Pooled it
- A checklist for assessing the methodological quality of concurrent tES-fMRI studies (ContES checklist): a consensus study and statement.Nature protocols · 2022Pooled it
- Remote, bivariate prior elicitation for a Bayesian non-inferiority randomized controlled trial.Trials · 2026Trial
- Methodological Challenges and Preferred Approaches for the Economic Evaluation of CAR T Therapies: Evidence Review and Expert Consensus from NICE Appraisals.PharmacoEconomics · 2026Article
- Estimating Long-Term Organ Damage Risk in Patients with Congenital Thrombotic Thrombocytopenic Purpura Receiving Recombinant ADAMTS13 Prophylaxis: A Structured Expert Elicitation Study.Advances in therapy · 2026Article
- Structured Expert Elicitation of Long-Term Survival in Non-small Cell Lung Cancer: A Case Study Applying Guidance from NICE Technical Support Document 26.Applied health economics and health policy · 2026Article
- Integrating Structured Expert Elicitation with External Evidence to Inform Earlier Reimbursement Decisions: A Norwegian Case Study of Selpercatinib for Non-Small Cell Lung Cancer.PharmacoEconomics - open · 2026Article
- Expert opinion in decision-making: a systematic review of methods and the INTEGRITY framework for incorporating expert consultation into research.Research integrity and peer review · 2026Article
- Pain score distribution: an expert elicitation study for distal humerus hemiarthroplasty and total elbow arthroplasty using a validated numerical patient rated outcome-measure in trauma.JSES international · 2026Article
- A Position Statement on Endovascular Models and Effectiveness Metrics for Mechanical Thrombectomy Navigation, on Behalf of the Stakeholder Taskforce for Artificial Intelligence-Assisted Robotic Thrombectomy (START).Journal of the American Heart Association · 2026Article
- The Untapped Potential of Expert Elicitation in Sports Medicine Epidemiology.Sports medicine - open · 2026Article
- Article
- Article
- Revised methods guide for economic evaluation studies of health technologies in Portugal.International journal of technology assessment in health care · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
Abstract
backgroundMany decisions in health care aim to maximise health, requiring judgements about interventions that may have higher health effects but potentially incur additional costs (cost-effectiveness framework). The evidence used to establish cost-effectiveness is typically uncertain and it is important that this uncertainty is characterised. In situations in which evidence is uncertain, the experience of experts is essential. The process by which the beliefs of experts can be formally collected in a quantitative manner is structured expert elicitation. There is heterogeneity in the existing methodology used in health-care decision-making. A number of guidelines are available for structured expert elicitation; however, it is not clear if any of these are appropriate for health-care decision-making.
objectivesThe overall aim was to establish a protocol for structured expert elicitation to inform health-care decision-making. The objectives are to (1) provide clarity on methods for collecting and using experts' judgements, (2) consider when alternative methodology may be required in particular contexts, (3) establish preferred approaches for elicitation on a range of parameters, (4) determine which elicitation methods allow experts to express uncertainty and (5) determine the usefulness of the reference protocol developed.
methodsA mixed-methods approach was used: systemic review, targeted searches, experimental work and narrative synthesis. A review of the existing guidelines for structured expert elicitation was conducted. This identified the approaches used in existing guidelines (the 'choices') and determined if dominant approaches exist. Targeted review searches were conducted for selection of experts, level of elicitation, fitting and aggregation, assessing accuracy of judgements and heuristics and biases. To sift through the available choices, a set of principles that underpin the use of structured expert elicitation in health-care decision-making was defined using evidence generated from the targeted searches, quantities to elicit experimental evidence and consideration of constraints in health-care decision-making. These principles, including fitness for purpose and reflecting individual expert uncertainty, were applied to the set of choices to establish a reference protocol. An applied evaluation of the developed reference protocol was also undertaken.
resultsFor many elements of structured expert elicitation, there was a lack of consistency across the existing guidelines. In almost all choices, there was a lack of empirical evidence supporting recommendations, and in some circumstances the principles are unable to provide sufficient justification for discounting particular choices. It is possible to define reference methods for health technology assessment. These include a focus on gathering experts with substantive skills, eliciting observable quantities and individual elicitation of beliefs. Additional considerations are required for decision-makers outside health technology assessment, for example at a local level, or for early technologies. Access to experts may be limited and in some circumstances group discussion may be needed to generate a distribution. LIMITATIONS: The major limitation of the work conducted here lies not in the methods employed in the current work but in the evidence available from the wider literature relating to how appropriate particular methodological choices are.
conclusionsThe reference protocol is flexible in many choices. This may be a useful characteristic, as it is possible to apply this reference protocol across different settings. Further applied studies, which use the choices specified in this reference protocol, are required.
fundingThis project was funded by the NIHR Health Technology Assessment programme and will be published in full in
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.