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  1. Bayes and Blickets: Effects of Knowledge on Causal Induction in Children and Adults.Thomas L. Griffiths, David M. Sobel, Joshua B. Tenenbaum & Alison Gopnik - 2011 - Cognitive Science 35 (8):1407-1455.
    People are adept at inferring novel causal relations, even from only a few observations. Prior knowledge about the probability of encountering causal relations of various types and the nature of the mechanisms relating causes and effects plays a crucial role in these inferences. We test a formal account of how this knowledge can be used and acquired, based on analyzing causal induction as Bayesian inference. Five studies explored the predictions of this account with adults and 4-year-olds, using tasks in which (...)
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  • Great apes and children infer causal relations from patterns of variation and covariation.Christoph J. Völter, Inés Sentís & Josep Call - 2016 - Cognition 155 (C):30-43.
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  • Mature counterfactual reasoning in 4- and 5-year-olds.Angela Nyhout & Patricia A. Ganea - 2019 - Cognition 183 (C):57-66.
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  • Are Causal Structure and Intervention Judgments Inextricably Linked? A Developmental Study.Caren A. Frosch, Teresa McCormack, David A. Lagnado & Patrick Burns - 2012 - Cognitive Science 36 (2):261-285.
    The application of the formal framework of causal Bayesian Networks to children’s causal learning provides the motivation to examine the link between judgments about the causal structure of a system, and the ability to make inferences about interventions on components of the system. Three experiments examined whether children are able to make correct inferences about interventions on different causal structures. The first two experiments examined whether children’s causal structure and intervention judgments were consistent with one another. In Experiment 1, children (...)
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  • Associative learning or Bayesian inference? Revisiting backwards blocking reasoning in adults.Deon T. Benton & David H. Rakison - 2023 - Cognition 241 (C):105626.
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  • The development of counterfactual reasoning about doubly-determined events.Teresa McCormack, Maggie Ho, Charlene Gribben, Eimear O'Connor & Christoph Hoerl - 2018 - Cognitive Development 45:1-9.
    Previous studies of children’s counterfactual reasoning have focused on scenarios in which a single causal event yielded an outcome. However, there are also cases in which an outcome would have occurred even in the absence of its actual cause, because of the presence of a further potential cause. In this study, 152 children aged 4-9 years reasoned counterfactually about such scenarios, in which there were ‘doubly-determined’ outcomes. The task involved dropping two metal discs down separate runways, each of which was (...)
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