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Defining and Identifying the Effect of Treatment on the Treated

In Phyllis McKay Illari Federica Russo (ed.), Causality in the Sciences. Oxford University Press (2011)

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  1. Rationalization and Reflection Differentially Modulate Prior Attitudes Toward the Purity Domain.Ivar R. Hannikainen & Alejandro Rosas - 2019 - Cognitive Science 43 (6):e12747.
    Outside Western, predominantly secular‐liberal environments, norms restricting bodily and sexual conduct are widespread. Moralization in the so‐called purity domain has been treated as evidence that some putative violations are victimless. However, respondents themselves disagree: They often report that private yet indecent acts incur self‐harm, or harm to one's family and the wider community—a result which we replicate in Study 1. We then distinguish two cognitive processes that could generate a link between harmfulness and immorality, and recreate them in Studies 2 (...)
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  • Decision-theoretic foundations for statistical causality.Philip Dawid - 2021 - Journal of Causal Inference 9 (1):39-77.
    We develop a mathematical and interpretative foundation for the enterprise of decision-theoretic (DT) statistical causality, which is a straightforward way of representing and addressing causal questions. DT reframes causal inference as “assisted decision-making” and aims to understand when, and how, I can make use of external data, typically observational, to help me solve a decision problem by taking advantage of assumed relationships between the data and my problem. The relationships embodied in any representation of a causal problem require deeper justification, (...)
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