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主观逻辑作为元分析的补充工具,用于明确解决研究结果中的二阶不确定性:来自婴儿研究的案例。

Subjective logic as a complementary tool to meta-analysis to explicitly address second-order uncertainty in research findings: A case from infant studies.

机构信息

Department of Social Studies, University of Stavanger, Norway; Department of Psychology, University of Oslo, Norway.

Department of Computer Science, The University of Sheffield, United Kingdom.

出版信息

Infant Behav Dev. 2024 Sep;76:101978. doi: 10.1016/j.infbeh.2024.101978. Epub 2024 Jul 31.

DOI:10.1016/j.infbeh.2024.101978
PMID:39089161
Abstract

Any experiment brings about results and conclusions that necessarily have a component of uncertainty. Many factors influence the degree of this uncertainty, yet they can be overlooked when drawing conclusions from a body of research. Here, we showcase how subjective logic could be employed as a complementary tool to meta-analysis to incorporate the chosen sources of uncertainty into the answer that researchers seek to provide to their research question. We illustrate this approach by focusing on a body of research already meta-analyzed, whose overall aim was to assess if human infants prefer prosocial agents over antisocial agents. We show how each finding can be encoded as a subjective opinion, and how findings can be aggregated to produce an answer that explicitly incorporates uncertainty. We argue that a core feature and strength of this approach is its transparency in the process of factoring in uncertainty and reasoning about research findings. Subjective logic promises to be a powerful complementary tool to incorporate uncertainty explicitly and transparently in the evaluation of research.

摘要

任何实验都会带来结果和结论,这些结果和结论必然带有一定程度的不确定性。许多因素会影响这种不确定性的程度,但在从一系列研究中得出结论时,这些因素可能会被忽视。在这里,我们展示了如何将主观逻辑用作元分析的补充工具,将所选的不确定性来源纳入研究人员试图为其研究问题提供的答案中。我们通过关注已经进行过元分析的研究来举例说明这种方法,这些研究的总体目标是评估人类婴儿是否更喜欢亲社会的代理而不是反社会的代理。我们展示了如何将每个发现编码为主观意见,以及如何汇总发现以生成明确纳入不确定性的答案。我们认为,这种方法的一个核心特征和优势是,它在考虑不确定性和推理研究结果时具有透明度。主观逻辑有望成为一种强大的补充工具,可以在研究评估中明确和透明地纳入不确定性。

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