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机制知识在单一因果判断中的作用。

The role of mechanism knowledge in singular causation judgments.

机构信息

University of Göttingen, Germany.

University of Göttingen, Germany.

出版信息

Cognition. 2022 Jan;218:104924. doi: 10.1016/j.cognition.2021.104924. Epub 2021 Oct 19.

DOI:10.1016/j.cognition.2021.104924
PMID:34673301
Abstract

Singular causation queries (e.g., "Did Mary's taking contraceptives cause her thrombosis?") are ubiquitous in everyday life and crucial in many professional disciplines, such as medicine or law. Knowledge about general causal regularities is necessary but not sufficient for establishing a singular causation relation because it is possible that co-occurrences consistent with known regularities are in an individual case still just coincidental. Thus, further cues are helpful to establish a singular causation relation. In the present research we focus on information about mechanisms as a potent cue. While previous studies have shown that reasoners consider mechanism information as important when it comes to answering singular causation queries, no formal model has been proposed that explains why this is case. We here present a computational model that explains how causal mechanism information affects singular causation judgments. We also use the model to identify conditions that restrict the utility of mechanism information. We report three experiments testing the implications of our formal analysis. In Experiment 1 we found that reasoners systematically use mechanism information, largely in accordance with our formal model, although we also discovered that some people seem to rely on simpler, computationally less demanding reasoning strategies. The results of Experiments 2 and 3 demonstrate that reasoners have a tentative understanding of the conditions that restrict the utility of causal mechanism information.

摘要

单一因果关系查询(例如,“玛丽服用避孕药是否导致了她的血栓形成?”)在日常生活中无处不在,在医学或法律等许多专业学科中也至关重要。了解一般因果规律是必要的,但不足以建立单一因果关系,因为在个别情况下,与已知规律一致的共存现象仍然可能只是巧合。因此,进一步的线索有助于建立单一的因果关系。在本研究中,我们专注于信息机制作为一个有力的线索。虽然之前的研究表明,推理者在回答单一因果关系查询时将机制信息视为重要信息,但尚未提出正式模型来解释为什么会这样。我们在这里提出了一个计算模型,解释了因果机制信息如何影响单一因果关系判断。我们还使用该模型来确定限制机制信息效用的条件。我们报告了三个实验,以检验我们的正式分析的含义。在实验 1 中,我们发现推理者系统地使用机制信息,这在很大程度上与我们的正式模型一致,尽管我们也发现有些人似乎依赖于更简单、计算要求更低的推理策略。实验 2 和实验 3 的结果表明,推理者对限制因果机制信息效用的条件有初步的理解。

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