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  1. AI, Opacity, and Personal Autonomy.Bram Vaassen - 2022 - Philosophy and Technology 35 (4):1-20.
    Advancements in machine learning have fuelled the popularity of using AI decision algorithms in procedures such as bail hearings, medical diagnoses and recruitment. Academic articles, policy texts, and popularizing books alike warn that such algorithms tend to be opaque: they do not provide explanations for their outcomes. Building on a causal account of transparency and opacity as well as recent work on the value of causal explanation, I formulate a moral concern for opaque algorithms that is yet to receive a (...)
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  • Polygene Risk Scores.James Woodward & Kenneth Kendler - 2023 - Philosophy of Medicine 4 (1).
    This paper explores the interpretation and use of polygenic risk scores (PRSs). We argue that PRSs generally do not directly embody causal information. Nonetheless, they can assist us in tracking other causal relationships concerning genetic effects. Although their purely predictive/correlational use is important, it is this tracking feature that contributes to their potential usefulness in other applications, such as genetic dissection, and their use as controls, which allow us, indirectly, to "see" more clearly the role of environmental variables.
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  • Causation, Responsibility, and Typicality.Justin Sytsma - 2020 - Review of Philosophy and Psychology 12 (4):699-719.
    There is ample evidence that violations of injunctive norms impact ordinary causal attributions. This has struck some as deeply surprising, taking the ordinary concept of causation to be purely descriptive. Our explanation of the findings—the responsibility view—rejects this: we contend that the concept is in fact partly normative, being akin to concepts like responsibility and accountability. Based on this account, we predicted a very different pattern of results for causal attributions when an agent violates a statistical norm. And this pattern (...)
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  • Confidence and gradation in causal judgment.Kevin O'Neill, Paul Henne, Paul Bello, John Pearson & Felipe De Brigard - 2022 - Cognition 223 (C):105036.
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  • Blame-validation: Beyond rationality? Effect of causal link on the relationship between evaluation and causal judgment.Valentin Goulette & Fanny Verkampt - forthcoming - Philosophical Psychology.
    The Culpable Control Model assumes that causal judgments are irrational: a negative evaluative reaction to an agent would lead individuals to overestimate his causal contribution to a harm. However, the extent to which these judgments deviate from criteria of rationality remains unclear. The two present studies aimed at investigating conditions under which this effect occurs. Participants red a vignette in which the evaluative reaction was operationalized through the agent’s motives (blameworthy, laudable). We also varied the causal link between the agent’s (...)
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  • A counterfactual simulation model of causation by omission.Tobias Gerstenberg & Simon Stephan - 2021 - Cognition 216 (C):104842.
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