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A system dynamics analysis to determine willingness to wait and pay for inclusion of data standards in clinical research

机译:系统动力学分析,用于确定等待和愿意支付的费用以将数据标准纳入临床研究

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The objective of this study was to evaluate the value of the extra time and cost required for different levels of data standards implementation and the likelihood of researchers to comply with these different levels. Since we believe that the cost and time necessary for data standard implementation can change over time, System Dynamics (SD) analysis was used to investigate how these variables interact and influence the data standard adoption by clinical researchers. Three levels of data standards implementation were defined trough a focus group with four clinical research investigators. Brazilian and American investigators responded to an online questionnaire with possible scenarios regarding options for standards implementation, and choose one of two options presented in each scenario. A random effects ordered probit model was used to estimate the effect of cost and time on investigators willingness to adehere to data standards.A preference for low cost and fast implementation time standards was observed, and investigators were more likely to incur costs than to accept a time delay in project start-up. The SD analysis indicated that initially there are extra time and cost necessary to clinical studycstandardilation,however, over time a there is a decrease in cost and time.
机译:这项研究的目的是评估不同级别的数据标准实施所需的额外时间和成本的价值,以及研究人员遵守这些不同级别的可能性。由于我们认为实施数据标准所需的成本和时间会随着时间而变化,因此使用系统动力学(SD)分析来研究这些变量如何相互作用并影响临床研究人员采用数据标准。通过由四个临床研究人员组成的焦点小组,确定了三个级别的数据标准实施。巴西和美国的调查人员对在线问卷进行了回应,其中提供了有关标准实施方案的可能方案,并从每种方案中选择了两个方案之一。使用随机效应有序概率模型来估计成本和时间对研究人员坚持数据标准的意愿的影响。观察到人们倾向于低成本和快速实施时间标准,并且研究人员比接受评估更可能产生成本。项目启动的时间延迟。 SD分析表明,最初要进行临床研究标准化需要额外的时间和成本,但是随着时间的流逝,成本和时间会减少。

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