MCDA swing weighting and discrete choice experiments for elicitation of patient benefit‐risk preferences: a critical assessment

代表性启发 加权 启发式 样品(材料) 背景(考古学) 计算机科学 偏爱 认知 内部有效性 医学 机器学习 统计 心理学 社会心理学 精神科 化学 古生物学 病理 放射科 操作系统 生物 色谱法 数学
作者
Tommi Tervonen,Heather L. Gelhorn,Sumitra Sri Bhashyam,Jiat Ling Poon,Katharine S. Gries,Anne M. Rentz,Kevin Marsh
出处
期刊:Pharmacoepidemiology and Drug Safety [Wiley]
卷期号:26 (12): 1483-1491 被引量:49
标识
DOI:10.1002/pds.4255
摘要

Abstract Purpose Multiple criteria decision analysis swing weighting (SW) and discrete choice experiments (DCE) are appropriate methods for capturing patient preferences on treatment benefit‐risk trade‐offs. This paper presents a qualitative comparison of the 2 methods. Methods We review and critically assess similarities and differences of SW and DCE based on 6 aspects: comprehension by study participants, cognitive biases, sample representativeness, ability to capture heterogeneity in preferences, reliability and validity, and robustness of the results. Results The SW choice task can be more difficult, but the workshop context in which SW is conducted may provide more support to patients who are unfamiliar with the end points being evaluated or who have cognitive impairments. Both methods are similarly prone to a number of biases associated with preference elicitation, and DCE is prone to simplifying heuristics, which limits its application with large number of attributes. The low cost per patient of the DCE means that it can be better at achieving a representative sample, though SW does not require such large sample sizes due to exact nature of the collected preference data. This also means that internal validity is automatically enforced with SW, while the internal validity of DCE results needs to be assessed manually. Conclusions Choice between the 2 methods depends on characteristics of the benefit‐risk assessment, especially on how difficult the trade‐offs are for the patients to make and how many patients are available. Although there exist some empirical studies on many of the evaluation aspects, critical evidence gaps remain.
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