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  1. Algorithmic Transparency and Manipulation.Michael Klenk - 2023 - Philosophy and Technology 36 (4):1-20.
    A series of recent papers raises worries about the manipulative potential of algorithmic transparency (to wit, making visible the factors that influence an algorithm’s output). But while the concern is apt and relevant, it is based on a fraught understanding of manipulation. Therefore, this paper draws attention to the ‘indifference view’ of manipulation, which explains better than the ‘vulnerability view’ why algorithmic transparency has manipulative potential. The paper also raises pertinent research questions for future studies of manipulation in the context (...)
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  • Reasoning Studies. From Single Norms to Individual Differences.Niels Skovgaard-Olsen - 2022 - Dissertation, University of Freiburg
    Habilitation thesis in psychology. The book consists of a collection of reasoning studies. The experimental investigations will take us from people’s reasoning about probabilities, entailments, pragmatic factors, argumentation, and causality to morality. An overarching theme of the book is norm pluralism and individual differences in rationality research.
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  • Moral Responsibility is Not Proportionate to Causal Responsibility.Huzeyfe Demirtas - 2022 - Southern Journal of Philosophy 60 (4):570-591.
    It seems intuitive to think that if you contribute more to an outcome, you should be more morally responsible for it. Some philosophers think this is correct. They accept the thesis that ceteris paribus one's degree of moral responsibility for an outcome is proportionate to one's degree of causal contribution to that outcome. Yet, what the degree of causal contribution amounts to remains unclear in the literature. Hence, the underlying idea in this thesis remains equally unclear. In this article, I (...)
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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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  • (1 other version)Causation and the Silly Norm Effect.Levin Güver & Markus Kneer - 2023 - In Stefan Magen & Karolina Prochownik (eds.), Advances in Experimental Philosophy of Law. New York, NY: Bloomsbury Academic. pp. 133–168.
    In many spheres, the law takes the legal concept of causation to correspond to the folk concept (the correspondence assumption). Courts, including the US Supreme Court, tend to insist on the "common understanding" and that which is "natural to say" (Burrage v. United States) when it comes to expressions relating to causation, and frequently refuse to clarify the expression to juries. As recent work in psychology and experimental philosophy has uncovered, lay attributions of causation are susceptible to a great number (...)
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  • The Dynamics of Responsibility Judgment: Joint Role of Dependence and Transference Causal Explanations.Sofia Bonicalzi, Eugenia Kulakova, Chiara Brozzo, Sam J. Gilbert & Patrick Haggard - 2022 - Philosophical Psychology 35 (6):911-939.
    Reasoning about underlying causal relations drives responsibility judgments: agents are held responsible for the outcomes they cause through their behaviors. Two main causal reasoning approaches exist: dependence theories emphasize statistical relations between causes and effects, while transference theories emphasize mechanical transmission of energy. Recently, pluralistic or hybrid models, combining both approaches, have emerged as promising psychological frameworks. In this paper, we focus on causal reasoning as involved in third-party judgements of responsibility and on related judgments of intention and control. In (...)
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  • Causation comes in degrees.Huzeyfe Demirtas - 2022 - Synthese 200 (1):1-17.
    Which country, politician, or policy is more of a cause of the Covid-19 pandemic death toll? Which of the two factories causally contributed more to the pollution of the nearby river? A wide-ranging portion of our everyday thought and talk, and attitudes rely on a graded notion of causation. However, it is sometimes highlighted that on most contemporary accounts, causation is on-off. Some philosophers further question the legitimacy of talk of degrees of causation and suggest that we avoid it. Some (...)
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  • Conditionals and the Hierarchy of Causal Queries.Niels Skovgaard-Olsen, Simon Stephan & Michael R. Waldmann - 2021 - Journal of Experimental Psychology: General 1 (12):2472-2505.
    Recent studies indicate that indicative conditionals like "If people wear masks, the spread of Covid-19 will be diminished" require a probabilistic dependency between their antecedents and consequents to be acceptable (Skovgaard-Olsen et al., 2016). But it is easy to make the slip from this claim to the thesis that indicative conditionals are acceptable only if this probabilistic dependency results from a causal relation between antecedent and consequent. According to Pearl (2009), understanding a causal relation involves multiple, hierarchically organized conceptual dimensions: (...)
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  • Actual Causation and Compositionality.Jonathan Livengood & Justin Sytsma - 2020 - Philosophy of Science 87 (1):43-69.
    Many theories of actual causation implicitly endorse the claim that if c is an actual cause of e, then either c causes e directly or every intermediary by which c indirectly causes e is itself both an actual cause of e and also an actual effect of c. We think this compositionality constraint is plausible. However, as we show, it is not always satisfied by the causal attributions ordinary people make. We conclude by considering what philosophers working on causation should (...)
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  • I could have done otherwise: Availability of counterfactual comparisons informs the sense of agency.Eugenia Kulakova, Nima Khalighinejad & Patrick Haggard - 2017 - Consciousness and Cognition 49:237-244.
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  • Your Brain as the Source of Free Will Worth Wanting: Understanding Free Will in the Age of Neuroscience.Eddy Nahmias - 2018 - In Gregg D. Caruso & Owen J. Flanagan (eds.), Neuroexistentialism: Meaning, Morals, and Purpose in the Age of Neuroscience. New York: Oxford University Press.
    Philosophical debates about free will have focused on determinism—a potential ‘threat from behind’ because determinism entails that there are conditions in the distant past that, in accord with the laws of nature, are sufficient for all of our decisions. Neuroscience is consistent with indeterminism, so it is better understood as posing a ‘threat from below’: If our decision-making processes are carried out by neural processes, then it might seem that our decisions are not based on our prior conscious deliberations or (...)
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  • Causal superseding.Jonathan F. Kominsky, Jonathan Phillips, Tobias Gerstenberg, David Lagnado & Joshua Knobe - 2015 - Cognition 137 (C):196-209.
    When agents violate norms, they are typically judged to be more of a cause of resulting outcomes. In this paper, we suggest that norm violations also affect the causality attributed to other agents, a phenomenon we refer to as "causal superseding." We propose and test a counterfactual reasoning model of this phenomenon in four experiments. Experiments 1 and 2 provide an initial demonstration of the causal superseding effect and distinguish it from previously studied effects. Experiment 3 shows that this causal (...)
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  • Unifying morality’s influence on non-moral judgments: The relevance of alternative possibilities.Jonathan Phillips, Jamie B. Luguri & Joshua Knobe - 2015 - Cognition 145 (C):30-42.
    Past work has demonstrated that people’s moral judgments can influence their judgments in a number of domains that might seem to involve straightforward matters of fact, including judgments about freedom, causation, the doing/allowing distinction, and intentional action. The present studies explore whether the effect of morality in these four domains can be explained by changes in the relevance of alternative possibilities. More precisely, we propose that moral judgment influences the degree to which people regard certain alternative possibilities as relevant, which (...)
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  • Experimental Philosophy and Causal Attribution.Jonathan Livengood & David Rose - 2016 - In Wesley Buckwalter & Justin Sytsma (eds.), Blackwell Companion to Experimental Philosophy. Malden, MA: Blackwell. pp. 434–449.
    Humans often attribute the things that happen to one or another actual cause. In this chapter, we survey some recent philosophical and psychological research on causal attribution. We pay special attention to the relation between graphical causal modeling and theories of causal attribution. We think that the study of causal attribution is one place where formal and experimental techniques nicely complement one another.
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  • Revisiting causal pluralism: Intention, process, and dependency in cases of double prevention.Huseina Thanawala & Christopher D. Erb - 2024 - Cognition 248 (C):105786.
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  • If not me, then who? Responsibility and replacement.Sarah A. Wu & Tobias Gerstenberg - 2024 - Cognition 242 (C):105646.
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  • Responsibility attribution about mechanical devices by children and adults.Cristina Gordo, Jesica Gómez-Sánchez & Sergio Moreno-Ríos - 2024 - Thinking and Reasoning 30 (3):446-478.
    We investigated the causal responsibility attributions of adults and children to mechanical devices in the framework of the criticality-pivotality model. It establishes that, to assign responsibility, people consider how important a target is to reaching a positive outcome (criticality) and how much the target contributed to the actual outcome (pivotality). We also tested theoretical predictions about relations between the development of counterfactual thinking and assessments of pivotality. In Experiment 1, we replicated previous findings in adults using our task. In Experiment (...)
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  • The i-frame and the s-frame: How focusing on individual-level solutions has led behavioral public policy astray.Nick Chater & George Loewenstein - 2023 - Behavioral and Brain Sciences 46:e147.
    An influential line of thinking in behavioral science, to which the two authors have long subscribed, is that many of society's most pressing problems can be addressed cheaply and effectively at the level of the individual, without modifying the system in which the individual operates. We now believe this was a mistake, along with, we suspect, many colleagues in both the academic and policy communities. Results from such interventions have been disappointingly modest. But more importantly, they have guided many (though (...)
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  • Against resultant moral luck.Huzeyfe Demirtas - 2022 - Ratio 35 (3):225-235.
    Does one’s causal responsibility increase the degree of one’s moral responsibility? The proponents of resultant moral luck hold that it does. Until quite recently, the causation literature has almost exclusively been interested in the binary question of whether one factor is a cause of an outcome. Naturally, the debate over resultant moral luck also revolved around this binary question. However, we have seen an increased interest in the question of degrees of causation in recent years. And some philosophers have already (...)
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  • Moral dynamics: Grounding moral judgment in intuitive physics and intuitive psychology.Felix A. Sosa, Tomer Ullman, Joshua B. Tenenbaum, Samuel J. Gershman & Tobias Gerstenberg - 2021 - Cognition 217 (C):104890.
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  • Causal Responsibility and Robust Causation.Guy Grinfeld, David Lagnado, Tobias Gerstenberg, James F. Woodward & Marius Usher - 2020 - Frontiers in Psychology 11:1069.
    How do people judge the degree of causal responsibility that an agent has for the outcomes of her actions? We show that a relatively unexplored factor -- the robustness of the causal chain linking the agent’s action and the outcome -- influences judgments of causal responsibility of the agent. In three experiments, we vary robustness by manipulating the number of background circumstances under which the action causes the effect, and find that causal responsibility judgments increase with robustness. In the first (...)
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  • Desperately seeking sourcehood.Hannah Tierney & David Glick - 2020 - Philosophical Studies 177 (4):953-970.
    In a recent essay, Deery and Nahmias :1255–1276, 2017) utilize interventionism about causation to develop an account of causal sourcehood in order to defend compatibilism about free will and moral responsibility from manipulation arguments. In this paper, we criticize Deery and Nahmias’s analysis of sourcehood by drawing a distinction between two forms of causal invariance that can come into conflict on their account. We conclude that any attempt to resolve this conflict will either result in counterintuitive attributions of moral responsibility (...)
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  • Moral hindsight for good actions and the effects of imagined alternatives to reality.Ruth M. J. Byrne & Shane Timmons - 2018 - Cognition 178 (C):82-91.
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  • Defeating Manipulation Arguments: Interventionist causation and compatibilist sourcehood.Oisín Deery & Eddy Nahmias - 2017 - Philosophical Studies 174 (5):1255-1276.
    We use recent interventionist theories of causation to develop a compatibilist account of causal sourcehood, which provides a response to Manipulation Arguments for the incompatibility of free will and determinism. Our account explains the difference between manipulation and determinism, against the claim of Manipulation Arguments that there is no relevant difference. Interventionism allows us to see that causal determinism does not mean that variables outside of the agent causally explain her actions better than variables within the agent, whereas the causal (...)
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  • Agency as difference-making: causal foundations of moral responsibility.Johannes Himmelreich - 2015 - Dissertation, London School of Economics and Political Science
    We are responsible for some things but not for others. In this thesis, I investigate what it takes for an entity to be responsible for something. This question has two components: agents and actions. I argue for a permissive view about agents. Entities such as groups or artificially intelligent systems may be agents in the sense required for responsibility. With respect to actions, I argue for a causal view. The relation in virtue of which agents are responsible for actions is (...)
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  • Looking at Mental Images: Eye‐Tracking Mental Simulation During Retrospective Causal Judgment.Kristina Krasich, Kevin O'Neill & Felipe De Brigard - 2024 - Cognitive Science 48 (3):e13426.
    How do people evaluate causal relationships? Do they just consider what actually happened, or do they also consider what could have counterfactually happened? Using eye tracking and Gaussian process modeling, we investigated how people mentally simulated past events to judge what caused the outcomes to occur. Participants played a virtual ball‐shooting game and then—while looking at a blank screen—mentally simulated (a) what actually happened, (b) what counterfactually could have happened, or (c) what caused the outcome to happen. Our findings showed (...)
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  • The Suppression of Inferences From Counterfactual Conditionals.Orlando Espino & Ruth M. J. Byrne - 2020 - Cognitive Science 44 (4):e12827.
    We examine two competing effects of beliefs on conditional inferences. The suppression effect occurs for conditionals, for example, “if she watered the plants they bloomed,” when beliefs about additional background conditions, for example, “if the sun shone they bloomed” decrease the frequency of inferences such as modus tollens (from “the plants did not bloom” to “therefore she did not water them”). In contrast, the counterfactual elevation effect occurs for counterfactual conditionals, for example, “if she had watered the plants they would (...)
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  • Effects of Manipulation on Attributions of Causation, Free Will, and Moral Responsibility.Dylan Murray & Tania Lombrozo - 2017 - Cognitive Science 41 (2):447-481.
    If someone brings about an outcome without intending to, is she causally and morally responsible for it? What if she acts intentionally, but as the result of manipulation by another agent? Previous research has shown that an agent's mental states can affect attributions of causal and moral responsibility to that agent, but little is known about what effect one agent's mental states can have on attributions to another agent. In Experiment 1, we replicate findings that manipulation lowers attributions of responsibility (...)
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  • Counterfactual explanations for misclassified images: How human and machine explanations differ.Eoin Delaney, Arjun Pakrashi, Derek Greene & Mark T. Keane - 2023 - Artificial Intelligence 324 (C):103995.
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  • Causal Judgment in the Wild: Evidence from the 2020 U.S. Presidential Election.Tadeg Quillien & Michael Barlev - 2022 - Cognitive Science 46 (2):e13101.
    Cognitive Science, Volume 46, Issue 2, February 2022.
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  • Time and Singular Causation—A Computational Model.Simon Stephan, Ralf Mayrhofer & Michael R. Waldmann - 2020 - Cognitive Science 44 (7):e12871.
    Causal queries about singular cases, which inquire whether specific events were causally connected, are prevalent in daily life and important in professional disciplines such as the law, medicine, or engineering. Because causal links cannot be directly observed, singular causation judgments require an assessment of whether a co‐occurrence of two events c and e was causal or simply coincidental. How can this decision be made? Building on previous work by Cheng and Novick (2005) and Stephan and Waldmann (2018), we propose a (...)
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  • Lucky or clever? From expectations to responsibility judgments.Tobias Gerstenberg, Tomer D. Ullman, Jonas Nagel, Max Kleiman-Weiner, David A. Lagnado & Joshua B. Tenenbaum - 2018 - Cognition 177 (C):122-141.
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  • Why people believe in indeterminist free will.Oisín Deery - 2015 - Philosophical Studies 172 (8):2033-2054.
    Recent empirical evidence indicates that people tend to believe that they possess indeterminist free will, and people’s experience of choosing and deciding is that they possess such freedom. Some also maintain that people’s belief in indeterminist free will has its source in their experience of choosing and deciding. Yet there seem to be good reasons to resist endorsing. Despite this, I maintain that belief in indeterminist free will really does have its source in experience. I explain how this is so (...)
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  • Computational Models of Emotion Inference in Theory of Mind: A Review and Roadmap.Desmond C. Ong, Jamil Zaki & Noah D. Goodman - 2019 - Topics in Cognitive Science 11 (2):338-357.
    An important, but relatively neglected, aspect of human theory of mind is emotion inference: understanding how and why a person feels a certain why is central to reasoning about their beliefs, desires and plans. The authors review recent work that has begun to unveil the structure and determinants of emotion inference, organizing them within a unified probabilistic framework.
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  • Can Physics Make Us Free?Tuomas K. Pernu - 2017 - Frontiers in Physics 5.
    A thoroughly physical view on reality and our common sense view on agency and free will seem to be in a direct conflict with each other: if everything that happens is determined by prior physical events, so too are all our actions and conscious decisions; you have no choice but to do what you are destined to do. Although this way of thinking has intuitive appeal, and a long history, it has recently began to gain critical attention. A number of (...)
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  • Morality constrains the default representation of what is possible.Jonathan Phillips & Fiery Cushman - 2017 - Proceedings of the National Academy of Sciences of the United States of America 114 (18):4649-4654.
    The capacity for representing and reasoning over sets of possibilities, or modal cognition, supports diverse kinds of high-level judgments: causal reasoning, moral judgment, language comprehension, and more. Prior research on modal cognition asks how humans explicitly and deliberatively reason about what is possible but has not investigated whether or how people have a default, implicit representation of which events are possible. We present three studies that characterize the role of implicit representations of possibility in cognition. Collectively, these studies differentiate explicit (...)
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  • The Oxford Handbook of Causal Reasoning.Michael Waldmann (ed.) - 2017 - Oxford, England: Oxford University Press.
    Causal reasoning is one of our most central cognitive competencies, enabling us to adapt to our world. Causal knowledge allows us to predict future events, or diagnose the causes of observed facts. We plan actions and solve problems using knowledge about cause-effect relations. Without our ability to discover and empirically test causal theories, we would not have made progress in various empirical sciences. In the past decades, the important role of causal knowledge has been discovered in many areas of cognitive (...)
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  • A question of detail: matching counterfactuals to actual cause in pre-emption scenarios.Denis Hilton, Christophe Schmeltzer & Valentin Goulette - 2021 - Thinking and Reasoning 27 (3):350-388.
    Causal pre-emption scenarios are problematic for the counterfactual framework of causation (CFC) because people judge an action to be the actual cause of an outcome although the outcome would have occurred anyway due to the action of a pre-empted alternative cause. We propose that commonsense causal questions typically probe specific events that actually happened as and how they did, and show that counterfactuals that probe specific events match selections of actual cause, and dissociations only occur with non-specific counterfactuals. In addition, (...)
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  • What’s fair? How children assign reward to members of teams with differing causal structures.Karla Koskuba, Tobias Gerstenberg, Hannah Gordon, David Lagnado & Anne Schlottmann - 2018 - Cognition 177 (C):234-248.
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  • Making a positive difference: Criticality in groups.Tobias Gerstenberg, David A. Lagnado & Ro’I. Zultan - 2023 - Cognition 238 (C):105499.
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  • Appropriate causal models and the stability of causation.Joseph Y. Halpern - 2016 - Review of Symbolic Logic 9 (1):76-102.
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  • The role of mechanism knowledge in singular causation judgments.Simon Stephan & Michael R. Waldmann - 2022 - Cognition 218 (C):104924.
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  • Recent empirical work on the relationship between causal judgements and norms.Pascale Https://Orcidorg Willemsen & Lara Kirfel - 2019 - Philosophy Compass 14 (1):e12562.
    It has recently been argued that normative considerations play an important role in causal cognition. For instance, when an agent violates a moral rule and thereby produces a negative outcome, she will be judged to be much more of a cause of the outcome, compared to someone who performed the same action but did not violate a norm. While there is a substantial amount of evidence reporting these effects, it is still a matter of debate how this evidence is to (...)
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  • Counterfactual and semi-factual thoughts in moral judgements about failed attempts to harm.Mary Parkinson & Ruth M. J. Byrne - 2017 - Thinking and Reasoning 23 (4):409-448.
    People judge that an individual who attempts to harm someone but fails should be blamed and punished more when they imagine how things could have turned out worse, compared to when they imagine how things could have turned out the same, or when they think only about what happened. This moral counterfactual amplification effect occurs when people believe the protagonist had no reason for the attempt to harm, and not when the protagonist had a reason, as Experiment 1 shows. It (...)
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  • Should I have been more careful or less careless? The comparative nature of counterfactual thoughts alters judgments of their impact.Karl-Andrew Woltin & Kai Epstude - 2023 - Cognition 235 (C):105402.
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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.
    When comparing the roles of the lightning strike and the dry climate in causing the forest fire, one might think that the lightning strike is more of a cause than the dry climate, or one might think that the lightning strike completely caused the fire while the dry conditions did not cause it at all. Psychologists and philosophers have long debated whether such causal judgments are graded; that is, whether people treat some causes as stronger than others. To address this (...)
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