Department of Social and Decision Sciences, Carnegie Mellon University.
Department of Engineering and Public Policy, Carnegie Mellon University.
J Exp Psychol Learn Mem Cogn. 2014 Jan;40(1):261-74. doi: 10.1037/a0033778. Epub 2013 Jul 29.
Four experiments examined when laypeople attribute unexpected experimental outcomes to error, in foresight and in hindsight, along with their judgments of whether the data should be published. Participants read vignettes describing hypothetical experiments, along with the result of the initial observation, considered as either a possibility (foresight) or a reality (hindsight). Experiment 1 found that the initial observation seemed more likely to be replicated when viewed in hindsight than in foresight. The remaining experiments contrasted responses to an initial observation from 1 of the 4 studies that was either expected or unexpected (based on the predictions of participants in Experiment 1). Experiments 2A-C and Experiment 3 found that unexpected results were more likely to be attributed to methodological problems than were expected ones-but to the same degree in foresight and in hindsight. Participants in Experiment 4 had more confidence in an explanation for an unexpected outcome when it was mentioned before that outcome was revealed than when it was suggested only after the surprise was known. In all the experiments, most participants recommended collecting more data before publishing the results, especially when they attributed the results to multiple causes. The results suggest that considering the causes of unexpected experimental results in foresight may improve the evaluation and communication of those results in hindsight.
四项实验考察了在预测和后见之明中,外行人何时会将意外的实验结果归因于错误,以及他们对是否应该公布数据的判断。参与者阅读了描述假设实验以及初始观察结果的小插曲,这些结果被视为可能性(预测)或现实(后见之明)。实验 1 发现,与预测相比,初始观察在后见之明中更有可能被重复。其余的实验则将参与者在实验 1 中的预测相比较,对来自 4 项研究中的一项初始观察的反应进行了对比,该观察结果要么是预期的,要么是意外的。实验 2A-C 和实验 3 发现,与预期的结果相比,意外的结果更有可能被归因于方法学问题,但在预测和后见之明中,其可能性是相同的。在实验 4 中,当参与者在结果揭晓之前就已经知道了某个意外结果的解释时,他们对该解释的信心要比对结果揭晓后才提出的解释的信心更大。在所有的实验中,大多数参与者建议在公布结果之前收集更多的数据,尤其是当他们将结果归因于多个原因时。这些结果表明,在预测中考虑意外实验结果的原因可能会提高对这些结果的评估和沟通。