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  1. Causal Explanation and Fact Mutability in Counterfactual Reasoning.Morteza Dehghani, Rumen Iliev & Stefan Kaufmann - 2012 - Mind and Language 27 (1):55-85.
    Recent work on the interpretation of counterfactual conditionals has paid much attention to the role of causal independencies. One influential idea from the theory of Causal Bayesian Networks is that counterfactual assumptions are made by intervention on variables, leaving all of their causal non-descendants unaffected. But intervention is not applicable across the board. For instance, backtracking counterfactuals, which involve reasoning from effects to causes, cannot proceed by intervention in the strict sense, for otherwise they would be equivalent to their consequents. (...)
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  • Functions and Cognitive Bases for the Concept of Actual Causation.David Danks - 2013 - Erkenntnis 78 (1):111-128.
    Our concept of actual causation plays a deep, ever-present role in our experiences. I first argue that traditional philosophical methods for understanding this concept are unlikely to be successful. I contend that we should instead use functional analyses and an understanding of the cognitive bases of causal cognition to gain insight into the concept of actual causation. I additionally provide initial, programmatic steps towards carrying out such analyses. The characterization of the concept of actual causation that results is quite different (...)
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  • Beliefs as inner causes: the (lack of) evidence.Devin Sanchez Curry - 2018 - Philosophical Psychology 31 (6):850-877.
    Many psychologists studying lay belief attribution and behavior explanation cite Donald Davidson in support of their assumption that people construe beliefs as inner causes. But Davidson’s influential argument is unsound; there are no objective grounds for the intuition that the folk construe beliefs as inner causes that produce behavior. Indeed, recent experimental work by Ian Apperly, Bertram Malle, Henry Wellman, and Tania Lombrozo provides an empirical framework that accords well with Gilbert Ryle’s alternative thesis that the folk construe beliefs as (...)
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  • Goal attribution to inanimate agents by 6.5-month-old infants.Gergely Csibra - 2008 - Cognition 107 (2):705-717.
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  • Experimental Philosophy of Explanation Rising: The Case for a Plurality of Concepts of Explanation.Matteo Colombo - 2017 - Cognitive Science 41 (2):503-517.
    This paper brings together results from the philosophy and the psychology of explanation to argue that there are multiple concepts of explanation in human psychology. Specifically, it is shown that pluralism about explanation coheres with the multiplicity of models of explanation available in the philosophy of science, and it is supported by evidence from the psychology of explanatory judgment. Focusing on the case of a norm of explanatory power, the paper concludes by responding to the worry that if there is (...)
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  • Information learned from generic language becomes central to children’s biological concepts: Evidence from their open-ended explanations.Andrei Cimpian & Ellen M. Markman - 2009 - Cognition 113 (1):14-25.
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  • Contrastive Constraints Guide Explanation‐Based Category Learning.Seth Chin-Parker & Julie Cantelon - 2017 - Cognitive Science 41 (6):1645-1655.
    This paper provides evidence for a contrastive account of explanation that is motivated by pragmatic theories that recognize the contribution that context makes to the interpretation of a prompt for explanation. This study replicates the primary findings of previous work in explanation-based category learning, extending that work by illustrating the critical role of the context in this type of learning. Participants interacted with items from two categories either by describing the items or explaining their category membership. We manipulated the feature (...)
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  • Brain Branding: When Neuroscience and Commerce Collide.Bree Chancellor & Anjan Chatterjee - 2011 - American Journal of Bioethics Neuroscience 2 (4):18-27.
    Products that align themselves with basic and clinical neurosciences do well in the market. There are reasons to be wary about such “brain branding” when commercial interests threaten to compromise scientific and clinical values. We describe three concerns. The first, exemplified in drug development and dissemination, is of the insidious effects of blurred boundaries between academia and industry. The second, exemplified by the sale of brain fitness products, is of commerce getting ahead of the motivating science. The third, exemplified by (...)
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  • Précis of the origin of concepts.Susan Carey - 2011 - Behavioral and Brain Sciences 34 (3):113-124.
    A theory of conceptual development must specify the innate representational primitives, must characterize the ways in which the initial state differs from the adult state, and must characterize the processes through which one is transformed into the other. The Origin of Concepts (henceforth TOOC) defends three theses. With respect to the initial state, the innate stock of primitives is not limited to sensory, perceptual, or sensorimotor representations; rather, there are also innate conceptual representations. With respect to developmental change, conceptual development (...)
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  • Stability, breadth and guidance.Thomas Blanchard, Nadya Vasilyeva & Tania Lombrozo - 2018 - Philosophical Studies 175 (9):2263-2283.
    Much recent work on explanation in the interventionist tradition emphasizes the explanatory value of stable causal generalizations—i.e., causal generalizations that remain true in a wide range of background circumstances. We argue that two separate explanatory virtues are lumped together under the heading of `stability’. We call these two virtues breadth and guidance respectively. In our view, these two virtues are importantly distinct, but this fact is neglected or at least under-appreciated in the literature on stability. We argue that an adequate (...)
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  • Experiments on causal exclusion.Thomas Blanchard, Dylan Murray & Tania Lombrozo - 2022 - Mind and Language 37 (5):1067-1089.
    Intuitions play an important role in the debate on the causal status of high‐level properties. For instance, Kim has claimed that his “exclusion argument” relies on “a perfectly intuitive … understanding of the causal relation.” We report the results of three experiments examining whether laypeople really have the relevant intuitions. We find little support for Kim's view and the principles on which it relies. Instead, we find that laypeople are willing to count both a multiply realized property and its realizers (...)
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  • Has Grafen Formalized Darwin?Jonathan Birch - 2014 - Biology and Philosophy 29 (2):175-180.
    One key aim of Grafen’s Formal Darwinism project is to formalize ‘modern biology’s understanding and updating of Darwin’s central argument’. In this commentary, I consider whether Grafen has succeeded in this aim.
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  • Why Explanatory Considerations Matter.Miloud Belkoniene - 2019 - Erkenntnis 86 (2):473-491.
    This paper aims at elucidating the connection between explanatory considerations and epistemic justification stipulated by explanationism which take epistemic justification to be definable in terms of best explanations. By relying on the notion of truthlikeness, this paper argues that it is rational for a subject to expect the best explanation she has for her evidence to be more truthlike than any of the other potential explanations available to her by virtue of containing a class of propositions that, given her evidence, (...)
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  • The Compact Compendium of Experimental Philosophy.Alexander Max Bauer & Stephan Kornmesser (eds.) - 2023 - Berlin and Boston: De Gruyter.
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  • Experimental Philosophy and Causal Attribution.Jonathan Livengood & David Rose - 2016 - In Justin Sytsma & Wesley Buckwalter (eds.), A Companion to Experimental Philosophy. Malden, MA: Wiley. 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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  • Explanations and Causal Judgments Are Differentially Sensitive to Covariation and Mechanism Information.Ny Vasil & Tania Lombrozo - 2022 - Frontiers in Psychology 13:911177.
    Are causal explanations (e.g., “she switched careers because of the COVID pandemic”) treated differently from the corresponding claims that one factor caused another (e.g., “the COVID pandemic caused her to switch careers”)? We examined whether explanatory and causal claims diverge in their responsiveness to two different types of information: covariation strength and mechanism information. We report five experiments with 1,730 participants total, showing that compared to judgments of causal strength, explanatory judgments tend to bemoresensitive to mechanism andlesssensitive to covariation – (...)
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  • Causal-explanatory pluralism: how intentions, functions, and mechanisms influence causal ascriptions.Tania Lombrozo - 2010 - Cognitive Psychology 61 (4):303-332.
    Both philosophers and psychologists have argued for the existence of distinct kinds of explanations, including teleological explanations that cite functions or goals, and mechanistic explanations that cite causal mechanisms. Theories of causation, in contrast, have generally been unitary, with dominant theories focusing either on counterfactual dependence or on physical connections. This paper argues that both approaches to causation are psychologically real, with different modes of explanation promoting judgments more or less consistent with each approach. Two sets of experiments isolate the (...)
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  • Explaining the moral of the story.Caren M. Walker & Tania Lombrozo - 2017 - Cognition 167 (C):266-281.
    Although storybooks are often used as pedagogical tools for conveying moral lessons to children, the ability to spontaneously extract "the moral" of a story develops relatively late. Instead, children tend to represent stories at a concrete level - one that highlights surface features and understates more abstract themes. Here we examine the role of explanation in 5- and 6-year-old children's developing ability to learn the moral of a story. Two experiments demonstrate that, relative to a control condition, prompts to explain (...)
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  • Explanatory anti-psychologism overturned by lay and scientific case classifications.Jonathan Waskan, Ian Harmon, Zachary Horne, Joseph Spino & John Clevenger - 2014 - Synthese 191 (5):1-23.
    Many philosophers of science follow Hempel in embracing both substantive and methodological anti-psychologism regarding the study of explanation. The former thesis denies that explanations are constituted by psychological events, and the latter denies that psychological research can contribute much to the philosophical investigation of the nature of explanation. Substantive anti-psychologism is commonly defended by citing cases, such as hyper-complex descriptions or vast computer simulations, which are reputedly generally agreed to constitute explanations but which defy human comprehension and, as a result, (...)
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  • The Importance of Clarifying Evolutionary Terminology Across Disciplines and in the Classroom: A Reply to Kampourakis.Elizabeth A. Ware & Susan A. Gelman - 2015 - Cognitive Science 39 (4):838-841.
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  • Explaining prompts children to privilege inductively rich properties.Caren M. Walker, Tania Lombrozo, Cristine H. Legare & Alison Gopnik - 2014 - Cognition 133 (2):343-357.
    Two studies examined the specificity of effects of explanation on learning by prompting 3- to 6-year-old children to explain a mechanical toy and comparing what they learned about the toy’s causal and non-causal properties to children who only observed the toy, both with and without accompanying verbalization. In Study 1, children were experimentally assigned to either explain or observe the mechanical toy. In Study 2, children were classified according to whether the content of their response to an undirected prompt involved (...)
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  • Stable Causal Relationships Are Better Causal Relationships.Nadya Vasilyeva, Thomas Blanchard & Tania Lombrozo - 2018 - Cognitive Science 42 (4):1265-1296.
    We report three experiments investigating whether people’s judgments about causal relationships are sensitive to the robustness or stability of such relationships across a range of background circumstances. In Experiment 1, we demonstrate that people are more willing to endorse causal and explanatory claims based on stable (as opposed to unstable) relationships, even when the overall causal strength of the relationship is held constant. In Experiment 2, we show that this effect is not driven by a causal generalization’s actual scope of (...)
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  • The Biology and Evolution of the Three Psychological Tendencies to Anthropomorphize Biology and Evolution.Marco Antonio Correa Varella - 2018 - Frontiers in Psychology 9:400069.
    At the core of anthropomorphism lies a false-positive cognitive bias to over-attribute the pattern of the human body and/or mind. Anthropomorphism is independently discussed in various disciplines, is presumed to have deep biological roots, but its cognitive bases are rarely explored in an integrative way. I present an inclusive, multifaceted interdisciplinary approach to refine the psychological bases of mental anthropomorphism. I have integrated 13 conceptual dissections of folk finalistic reasoning into four psychological inference systems (physical, design, basic-goal and belief stances); (...)
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  • The psychology of scientific explanation.J. D. Trout - 2007 - Philosophy Compass 2 (3):564–591.
    Philosophers agree that scientific explanations aim to produce understanding, and that good ones succeed in this aim. But few seriously consider what understanding is, or what the cues are when we have it. If it is a psychological state or process, describing its specific nature is the job of psychological theorizing. This article examines the role of understanding in scientific explanation. It warns that the seductive, phenomenological sense of understanding is often, but mistakenly, viewed as a cue of genuine understanding. (...)
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  • Explanations in the wild.Justin Sulik, Jeroen van Paridon & Gary Lupyan - 2023 - Cognition 237 (C):105464.
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  • The Automated Laplacean Demon: How ML Challenges Our Views on Prediction and Explanation.Sanja Srećković, Andrea Berber & Nenad Filipović - 2021 - Minds and Machines 32 (1):159-183.
    Certain characteristics make machine learning a powerful tool for processing large amounts of data, and also particularly unsuitable for explanatory purposes. There are worries that its increasing use in science may sideline the explanatory goals of research. We analyze the key characteristics of ML that might have implications for the future directions in scientific research: epistemic opacity and the ‘theory-agnostic’ modeling. These characteristics are further analyzed in a comparison of ML with the traditional statistical methods, in order to demonstrate what (...)
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  • Phenomenology of social explanation.Shannon Spaulding - 2022 - Phenomenology and the Cognitive Sciences 22 (3):637-653.
    The orthodox view of social cognition maintains that mentalizing is an important and pervasive element of our ordinary social interactions. The orthodoxy has come under scrutiny from various sources recently. Critics from the phenomenological tradition argue that phenomenological reflection on our social interactions tells against the orthodox view. Proponents of pluralistic folk psychology argue that our ordinary social interactions extend far beyond mentalizing. Both sorts of critics argue that emphasis in social cognition research ought to be on other elements of (...)
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  • Causal Systems Categories: Differences in Novice and Expert Categorization of Causal Phenomena.Benjamin M. Rottman, Dedre Gentner & Micah B. Goldwater - 2012 - Cognitive Science 36 (5):919-932.
    We investigated the understanding of causal systems categories—categories defined by common causal structure rather than by common domain content—among college students. We asked students who were either novices or experts in the physical sciences to sort descriptions of real-world phenomena that varied in their causal structure (e.g., negative feedback vs. causal chain) and in their content domain (e.g., economics vs. biology). Our hypothesis was that there would be a shift from domain-based sorting to causal sorting with increasing expertise in the (...)
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  • Folk Mereology is Teleological.David Rose & Jonathan Schaffer - 2017 - Noûs 51 (2):238-270.
    When do the folk think that mereological composition occurs? Many metaphysicians have wanted a view of composition that fits with folk intuitions, and yet there has been little agreement about what the folk intuit. We aim to put the tools of experimental philosophy to constructive use. Our studies suggest that folk mereology is teleological: people tend to intuit that composition occurs when the result serves a purpose. We thus conclude that metaphysicians should dismiss folk intuitions, as tied into a benighted (...)
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  • Are formal explanations mere placeholders or pointers?Shamauri Rivera, Sam Prasad & Sandeep Prasada - 2023 - Cognition 235 (C):105407.
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  • Representation of Principled Connections: A Window Onto the Formal Aspect of Common Sense Conception.Sandeep Prasada & Elaine M. Dillingham - 2009 - Cognitive Science 33 (3):401-448.
    Nominal concepts represent things as tokens of types. Recent research suggests that we represent principled connections between the type of thing something is (e.g., DOG) and some of its properties (k‐properties; e.g., having four legs for dogs) but not other properties (t‐properties; e.g., being brown for dogs). Principled connections differ from logical, statistical, and causal connections. Principled connections license (i) the expectation that tokens of the type will generally possess their k‐properties, (ii) formal explanations (i.e., explanation of the presence of (...)
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  • Manipulating Morality: Third-Party Intentions Alter Moral Judgments by Changing Causal Reasoning.Jonathan Phillips & Alex Shaw - 2015 - Cognitive Science 39 (6):1320-1347.
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  • Manipulating Morality: Third‐Party Intentions Alter Moral Judgments by Changing Causal Reasoning.Jonathan Phillips & Alex Shaw - 2014 - Cognitive Science 38 (8):1320-1347.
    The present studies investigate how the intentions of third parties influence judgments of moral responsibility for other agents who commit immoral acts. Using cases in which an agent acts under some situational constraint brought about by a third party, we ask whether the agent is blamed less for the immoral act when the third party intended for that act to occur. Study 1 demonstrates that third-party intentions do influence judgments of blame. Study 2 finds that third-party intentions only influence moral (...)
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  • The Instrumental Value of Explanations.Tania Lombrozo - 2011 - Philosophy Compass 6 (8):539-551.
    Scientific and ‘intuitive’ or ‘folk’ theories are typically characterized as serving three critical functions: prediction, explanation, and control. While prediction and control have clear instrumental value, the value of explanation is less transparent. This paper reviews an emerging body of research from the cognitive sciences suggesting that the process of seeking, generating, and evaluating explanations in fact contributes to future prediction and control, albeit indirectly by facilitating the discovery and confirmation of instrumentally valuable theories. Theoretical and empirical considerations also suggest (...)
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  • The Campaign for Concepts.Tania Lombrozo - 2011 - Dialogue 50 (1):165-177.
    In his book Doing Without Concepts, Edouard Machery argues that cognitive scientists should reject the concept of “concept” as a natural, psychological kind. I review and critique several of Machery’s arguments, focusing on his definition of “concept” and on claims against the possibility and utility of a unified account of concepts. In particular, I suggest ways in which prototype, exemplar, and theory-theory approaches to concepts might be integrated.
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  • From conceptual representations to explanatory relations.Tania Lombrozo - 2010 - Behavioral and Brain Sciences 33 (2-3):218-219.
    Machery emphasizes the centrality of explanation for theory-based approaches to concepts. I endorse Machery's emphasis on explanation and consider recent advances in psychology that point to the of explanation, with consequences for Machery's heterogeneity hypothesis about concepts.
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  • Explanation and categorization: How “why?” informs “what?”.Tania Lombrozo - 2009 - Cognition 110 (2):248-253.
    Recent theoretical and empirical work suggests that explanation and categorization are intimately related. This paper explores the hypothesis that explanations can help structure conceptual representations, and thereby influence the relative importance of features in categorization decisions. In particular, features may be differentially important depending on the role they play in explaining other features or aspects of category membership. Two experiments manipulate whether a feature is explained mechanistically, by appeal to proximate causes, or functionally, by appeal to a function or goal. (...)
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  • Explanation and inference: mechanistic and functional explanations guide property generalization.Tania Lombrozo & Nicholas Z. Gwynne - 2014 - Frontiers in Human Neuroscience 8:102987.
    The ability to generalize from the known to the unknown is central to learning and inference. Two experiments explore the relationship between how a property is explained and how that property is generalized to novel species and artifacts. The experiments contrast the consequences of explaining a property mechanistically, by appeal to parts and processes, with the consequences of explaining the property functionally, by appeal to functions and goals. The findings suggest that properties that are explained functionally are more likely to (...)
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  • All Models Are Wrong, and Some Are Religious: Supernatural Explanations as Abstract and Useful Falsehoods about Complex Realities.Aaron D. Lightner & Edward H. Hagen - 2022 - Human Nature 33 (4):425-462.
    Many cognitive and evolutionary theories of religion argue that supernatural explanations are byproducts of our cognitive adaptations. An influential argument states that our supernatural explanations result from a tendency to generate anthropomorphic explanations, and that this tendency is a byproduct of an error management strategy because agents tend to be associated with especially high fitness costs. We propose instead that anthropomorphic and other supernatural explanations result as features of a broader toolkit of well-designed cognitive adaptations, which are designed for explaining (...)
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  • Motive on the mind: Explanatory preferences at multiple stages of the legal-investigative process.Alice Liefgreen, Sami R. Yousif, Frank C. Keil & David A. Lagnado - 2021 - Cognition 217 (C):104892.
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  • What do we want from Explainable Artificial Intelligence (XAI)? – A stakeholder perspective on XAI and a conceptual model guiding interdisciplinary XAI research.Markus Langer, Daniel Oster, Timo Speith, Lena Kästner, Kevin Baum, Holger Hermanns, Eva Schmidt & Andreas Sesing - 2021 - Artificial Intelligence 296 (C):103473.
    Previous research in Explainable Artificial Intelligence (XAI) suggests that a main aim of explainability approaches is to satisfy specific interests, goals, expectations, needs, and demands regarding artificial systems (we call these “stakeholders' desiderata”) in a variety of contexts. However, the literature on XAI is vast, spreads out across multiple largely disconnected disciplines, and it often remains unclear how explainability approaches are supposed to achieve the goal of satisfying stakeholders' desiderata. This paper discusses the main classes of stakeholders calling for explainability (...)
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  • Teleological generics.Joanna Korman & Sangeet Khemlani - 2020 - Cognition 200 (C):104157.
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  • Concept revision is sensitive to changes in category structure, causal history.Joanna Korman - 2011 - Behavioral and Brain Sciences 34 (3):135-136.
    Carey argues that the aspects of categorization that are diagnostic of deep conceptual structure and, by extension, narrow conceptual content, must be distinguished from those aspects that are incidental to categorization tasks. For natural kind concepts, discriminating between these two types of processes is complicated by the role of explanatory stance and the causal history of features in determining category structure.
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  • The Human Function Compunction: Teleological explanation in adults.Deborah Kelemen & Evelyn Rosset - 2009 - Cognition 111 (1):138-143.
    Research has found that children possess a broad bias in favor of teleological - or purpose-based - explanations of natural phenomena. The current two experiments explored whether adults implicitly possess a similar bias. In Study 1, undergraduates judged a series of statements as "good" or "bad" explanations for why different phenomena occur. Judgments occurred in one of three conditions: fast speeded, moderately speeded, or unspeeded. Participants in speeded conditions judged significantly more scientifically unwarranted teleological explanations as correct, but were not (...)
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  • Preliminary Evolutionary Explanations: A Basic Framework for Conceptual Change and Explanatory Coherence in Evolution.Kostas Kampourakis & Vasso Zogza - 2009 - Science & Education 18 (10):1313-1340.
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  • The Role of Explanation in Discovery and Generalization: Evidence From Category Learning.Joseph J. Williams & Tania Lombrozo - 2010 - Cognitive Science 34 (5):776-806.
    Research in education and cognitive development suggests that explaining plays a key role in learning and generalization: When learners provide explanations—even to themselves—they learn more effectively and generalize more readily to novel situations. This paper proposes and tests a subsumptive constraints account of this effect. Motivated by philosophical theories of explanation, this account predicts that explaining guides learners to interpret what they are learning in terms of unifying patterns or regularities, which promotes the discovery of broad generalizations. Three experiments provide (...)
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  • Understanding “Why:” How Implicit Questions Shape Explanation Preferences.Sehrang Joo, Sami R. Yousif & Frank C. Keil - 2022 - Cognitive Science 46 (2):e13091.
    Cognitive Science, Volume 46, Issue 2, February 2022.
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  • Teleology beyond explanation.Sehrang Joo, Sami R. Yousif & Joshua Knobe - 2021 - Mind and Language 38 (1):20-41.
    People often think of objects teleologically. For instance, we might understand a hammer in terms of its purpose of driving in nails. But how should we understand teleological thinking in the first place? This paper separates mere teleology (simply ascribing a telos) and teleological explanation (thinking something is explained by its telos) by examining cases where an object was designed for one purpose but is now widely used for a different purpose. Across four experiments, we show that teleology judgments and (...)
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  • Analogy, explanation, and proof.John E. Hummel, John Licato & Selmer Bringsjord - 2014 - Frontiers in Human Neuroscience 8.
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  • The seductive allure is a reductive allure: People prefer scientific explanations that contain logically irrelevant reductive information.Emily J. Hopkins, Deena Skolnick Weisberg & Jordan C. V. Taylor - 2016 - Cognition 155 (C):67-76.
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