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  1. (1 other version)The Pragmatic Turn in Explainable Artificial Intelligence (XAI).Andrés Páez - 2019 - Minds and Machines 29 (3):441-459.
    In this paper I argue that the search for explainable models and interpretable decisions in AI must be reformulated in terms of the broader project of offering a pragmatic and naturalistic account of understanding in AI. Intuitively, the purpose of providing an explanation of a model or a decision is to make it understandable to its stakeholders. But without a previous grasp of what it means to say that an agent understands a model or a decision, the explanatory strategies will (...)
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  • Intuitive knowledge.Elijah Chudnoff - 2011 - Philosophical Studies 162 (2):359-378.
    In this paper I assume that we have some intuitive knowledge—i.e. beliefs that amount to knowledge because they are based on intuitions. The question I take up is this: given that some intuition makes a belief based on it amount to knowledge, in virtue of what does it do so? We can ask a similar question about perception. That is: given that some perception makes a belief based on it amount to knowledge, in virtue of what does it do so? (...)
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  • Metaphysically explanatory unification.David Mark Kovacs - 2020 - Philosophical Studies 177 (6):1659-1683.
    This paper develops and motivates a unification theory of metaphysical explanation, or as I will call it, Metaphysical Unificationism. The theory’s main inspiration is the unification account of scientific explanation, according to which explanatoriness is a holistic feature of theories that derive a large number of explananda from a meager set of explanantia, using a small number of argument patterns. In developing Metaphysical Unificationism, I will point out that it has a number of interesting consequences. The view offers a novel (...)
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  • Is knowledge of causes sufficient for understanding?Xingming Hu - 2019 - Canadian Journal of Philosophy 49 (3):291-313.
    ABSTRACT: According to a traditional account, understanding why X occurred is equivalent to knowing that X was caused by Y. This paper defends the account against a major objection, viz., knowing-that is not sufficient for understanding-why, for understanding-why requires a kind of grasp while knowledge-that does not. I discuss two accounts of grasp in recent literature and argue that if either is true, then knowing that X was caused by Y entails at least a rudimentary understanding of why X occurred. (...)
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  • Manipulationism, Ceteris Paribus Laws, and the Bugbear of Background Knowledge.Robert Kowalenko - 2017 - International Studies in the Philosophy of Science 31 (3):261-283.
    According to manipulationist accounts of causal explanation, to explain an event is to show how it could be changed by intervening on its cause. The relevant change must be a ‘serious possibility’ claims Woodward 2003, distinct from mere logical or physical possibility—approximating something I call ‘scientific possibility’. This idea creates significant difficulties: background knowledge is necessary for judgments of possibility. Yet the primary vehicles of explanation in manipulationism are ‘invariant’ generalisations, and these are not well adapted to encoding such knowledge, (...)
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  • Laws and their instances.Nina Emery - 2019 - Philosophical Studies 176 (6):1535-1561.
    I present an argument for the view that laws ground their instances. I then outline two important consequences that follow if we accept the conclusion of this argument. First, the claim that laws ground their instances threatens to undermine a prominent recent attempt to make sense of the explanatory power of Humean laws by distinguishing between metaphysical and scientific explanation. And second, the claim that laws ground their instances gives rise to a novel argument against the view that grounding relations (...)
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  • Explanation and the Nature of Scientific Knowledge.Kevin McCain - 2015 - Science & Education 24 (7-8):827-854.
    Explaining phenomena is a primary goal of science. Consequently, it is unsurprising that gaining a proper understanding of the nature of explanation is an important goal of science education. In order to properly understand explanation, however, it is not enough to simply consider theories of the nature of explanation. Properly understanding explanation requires grasping the relation between explanation and understanding, as well as how explanations can lead to scientific knowledge. This article examines the nature of explanation, its relation to understanding, (...)
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  • Why one model is never enough: a defense of explanatory holism.Hochstein Eric - 2017 - Biology and Philosophy 32 (6):1105-1125.
    Traditionally, a scientific model is thought to provide a good scientific explanation to the extent that it satisfies certain scientific goals that are thought to be constitutive of explanation. Problems arise when we realize that individual scientific models cannot simultaneously satisfy all the scientific goals typically associated with explanation. A given model’s ability to satisfy some goals must always come at the expense of satisfying others. This has resulted in philosophical disputes regarding which of these goals are in fact necessary (...)
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  • Introduction: Scientific Explanation Beyond Causation.Alexander Reutlinger & Juha Saatsi - 2018 - In Alexander Reutlinger & Juha Saatsi (eds.), Explanation Beyond Causation: Philosophical Perspectives on Non-Causal Explanations. Oxford, United Kingdom: Oxford University Press.
    This is an introduction to the volume "Explanation Beyond Causation: Philosophical Perspectives on Non-Causal Explanations", edited by A. Reutlinger and J. Saatsi (OUP, forthcoming in 2017). -/- Explanations are very important to us in many contexts: in science, mathematics, philosophy, and also in everyday and juridical contexts. But what is an explanation? In the philosophical study of explanation, there is long-standing, influential tradition that links explanation intimately to causation: we often explain by providing accurate information about the causes of the (...)
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  • Against explanatory realism.Elanor Taylor - 2018 - Philosophical Studies 175 (1):197-219.
    Explanatory realism is the position that all explanations give information about whatever metaphysically determines the explanandum. This view is popular and plays a central role in metaphysics, but in this paper I argue that explanatory realism is false. In Sect. 1 I introduce explanatory realism in its weak and strong versions, and discuss the argumentative work that explanatory realism is used for in contemporary metaphysics. In Sect. 2 I present a series of problem cases for explanatory realism, including explanation by (...)
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  • Grounding and the argument from explanatoriness.David Mark Kovacs - 2017 - Philosophical Studies 174 (12):2927-2952.
    In recent years, metaphysics has undergone what some describe as a revolution: it has become standard to understand a vast array of questions as questions about grounding, a metaphysical notion of determination. Why should we believe in grounding, though? Supporters of the revolution often gesture at what I call the Argument from Explanatoriness: the notion of grounding is somehow indispensable to a metaphysical type of explanation. I challenge this argument and along the way develop a “reactionary” view, according to which (...)
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  • Explanation beyond causation? New directions in the philosophy of scientific explanation.Alexander Reutlinger - 2017 - Philosophy Compass 12 (2):e12395.
    In this paper, I aim to provide access to the current debate on non-causal explanations in philosophy of science. I will first present examples of non-causal explanations in the sciences. Then, I will outline three alternative approaches to non-causal explanations – that is, causal reductionism, pluralism, and monism – and, corresponding to these three approaches, different strategies for distinguishing between causal and non-causal explanation. Finally, I will raise questions for future research on non-causal explanations.
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  • Safety, Explanation, Iteration.Daniel Greco - 2016 - Philosophical Issues 26 (1):187-208.
    This paper argues for several related theses. First, the epistemological position that knowledge requires safe belief can be motivated by views in the philosophy of science, according to which good explanations show that their explananda are robust. This motivation goes via the idea—recently defended on both conceptual and empirical grounds—that knowledge attributions play a crucial role in explaining successful action. Second, motivating the safety requirement in this way creates a choice point—depending on how we understand robustness, we'll end up with (...)
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  • (1 other version)Does the Counterfactual Theory of Explanation Apply to Non-Causal Explanations in Metaphysics?Alexander Reutlinger - 2016 - European Journal for Philosophy of Science:1-18.
    In the recent philosophy of explanation, a growing attention to and discussion of non-causal explanations has emerged, as there seem to be compelling examples of non-causal explanations in the sciences, in pure mathematics, and in metaphysics. I defend the claim that the counterfactual theory of explanation (CTE) captures the explanatory character of both non-causal scientific and metaphysical explanations. According to the CTE, scientific and metaphysical explanations are explanatory by virtue of revealing counterfactual dependencies between the explanandum and the explanans. I (...)
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  • Knowledge, Understanding and Epistemic Value.Duncan Pritchard - 2009 - Royal Institute of Philosophy Supplement 64:19-43.
    It is argued that a popular way of accounting for the distinctive value of knowledge by appeal to the distinctive value of cognitive achievements fails because it is a mistake to identify knowledge with cognitive achievements. Nevertheless, it is claimed that understanding, properly conceived, is a type of cognitive achievement, and thus that the distinctive value of cognitive achievements can explain why understanding is of special value.
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  • Emotional appeals in politics and deliberation.Keith Dowding - 2018 - Critical Review of International Social and Political Philosophy 21 (2):242-260.
    This is, no doubt, an emotional response, but there are, I believe, occasions when an emotional response is the only intellectually honest one. Brian Barry (1975, p. 332)Deliberative democracy is o...
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  • Dynamical versus structural explanations in scientific revolutions.Mauro Dorato - 2017 - Synthese 194 (7):2307-2327.
    By briefly reviewing three well-known scientific revolutions in fundamental physics (the discovery of inertia, of special relativity and of general relativity), I claim that problems that were supposed to be crying for a dynamical explanation in the old paradigm ended up receiving a structural explanation in the new one. This claim is meant to give more substance to Kuhn’s view that revolutions are accompanied by a shift in what needs to be explained, while suggesting at the same time the existence (...)
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  • Wisdom.Stephen R. Grimm - 2015 - Australasian Journal of Philosophy 93 (1):1-16.
    What is it that makes someone wise, or one person wiser than another? I argue that wisdom consists in knowledge of how to live well, and that this knowledge of how to live well is constituted by various further kinds of knowledge. One concern for this view is that knowledge is not needed for wisdom but rather some state short of knowledge, such as having rational or justified beliefs about various topics. Another concern is that the emphasis on knowing how (...)
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  • Partial explanations in social science’.Robert Northcott - 2012 - In Harold Kincaid (ed.), The Oxford Handbook of Philosophy of Social Science. Oxford University Press. pp. 130-153.
    Comparing different causes’ importance, and apportioning responsibility between them, requires making good sense of the notion of partial explanation, that is, of degree of explanation. How much is this subjective, how much objective? If the causes in question are probabilistic, how much is the outcome due to them and how much to simple chance? I formulate the notion of degree of causation, or effect size, relating it to influential recent work in the literature on causation. I examine to what extent (...)
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  • On the testability of ECHO.D. C. Earle - 1989 - Behavioral and Brain Sciences 12 (3):474-474.
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  • Explanation and acceptability.Peter Achinstein - 1989 - Behavioral and Brain Sciences 12 (3):467-468.
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  • Are explanatory coherence and a connectionist model necessary?Jerry R. Hobbs - 1989 - Behavioral and Brain Sciences 12 (3):476-477.
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  • New science for old.Bruce Mangan & Stephen Palmer - 1989 - Behavioral and Brain Sciences 12 (3):480-482.
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  • Coherence and abduction.Paul O'Rorke - 1989 - Behavioral and Brain Sciences 12 (3):484-484.
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  • Explanatory coherence in understanding persons, interactions, and relationships.Stephen J. Read & Lynn C. Miller - 1989 - Behavioral and Brain Sciences 12 (3):485-486.
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  • Pragmatics and Pragmatic Considerations in Explanation.Mark Dietrich Tschaepe - 2009 - Contemporary Pragmatism 6 (2):25-44.
    I provide a brief history of pragmatics as it relates to explanation, highlighting the great neglect of pragmatics and pragmatic considerations in regard to explanation during the mid-twentieth century. In order to understand pragmatic considerations regarding explanation, I utilize the work of Bas C. van Fraassen, Peter Achinstein, and Jan Faye. These thinkers provide crucial tools for understanding pragmatics, especially with regard to concepts such as context and exigence. The work of these thinkers provides the platform from which I compose (...)
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  • Localization and Intrinsic Function.Charles A. Rathkopf - 2013 - Philosophy of Science 80 (1):1-21.
    This paper describes one style of functional analysis commonly used in the neurosciences called task-bound functional analysis. The concept of function invoked by this style of analysis is distinctive in virtue of the dependence relations it bears to transient environmental properties. It is argued that task-bound functional analysis cannot explain the presence of structural properties in nervous systems. An alternative concept of neural function is introduced that draws on the theoretical neuroscience literature, and an argument is given to show that (...)
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  • Social constructivism and the aims of science.Kareem Khalifa - 2010 - Social Epistemology 24 (1):45 – 61.
    In this essay, I provide normative guidelines for developing a philosophically interesting and plausible version of social constructivism as a philosophy of science, wherein science aims for social-epistemic values rather than for truth or empirical adequacy. This view is more plausible than the more radical constructivist claim that scientific facts are constructed. It is also more interesting than the modest constructivist claim that representations of such facts emerge in social contexts, as it provides a genuine rival to the scientific axiologies (...)
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  • Explanatory coherence (plus commentary).Paul Thagard - 1989 - Behavioral and Brain Sciences 12 (3):435-467.
    This target article presents a new computational theory of explanatory coherence that applies to the acceptance and rejection of scientific hypotheses as well as to reasoning in everyday life, The theory consists of seven principles that establish relations of local coherence between a hypothesis and other propositions. A hypothesis coheres with propositions that it explains, or that explain it, or that participate with it in explaining other propositions, or that offer analogous explanations. Propositions are incoherent with each other if they (...)
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  • Weighted explanations in history.Robert Northcott - 2008 - Philosophy of the Social Sciences 38 (1):76-96.
    , whereby some causes are deemed more important than others, are ubiquitous in historical studies. Drawing from influential recent work on causation, I develop a definition of causal-explanatory strength. This makes clear exactly which aspects of explanatory weighting are subjective and which objective. It also sheds new light on several traditional issues, showing for instance that: underlying causes need not be more important than proximate ones; several different causes can each be responsible for most of an effect; small causes need (...)
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  • Scientific explanation.Michael Strevens - 2006 - In D. M. Borchert (ed.), Encyclopedia of Philosophy, second edition.
    The three cardinal aims of science are prediction, control, and explanation; but the greatest of these is explanation. Also the most inscrutable: prediction aims at truth, and control at happiness, and insofar as we have some independent grasp of these notions, we can evaluate science’s strategies of prediction and control from the outside. Explanation, by contrast, aims at scientific understanding, a good intrinsic to science and therefore something that it seems we can only look to science itself to explicate.
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  • Is understanding a species of knowledge?Stephen R. Grimm - 2006 - British Journal for the Philosophy of Science 57 (3):515-535.
    Among philosophers of science there seems to be a general consensus that understanding represents a species of knowledge, but virtually every major epistemologist who has thought seriously about understanding has come to deny this claim. Against this prevailing tide in epistemology, I argue that understanding is, in fact, a species of knowledge: just like knowledge, for example, understanding is not transparent and can be Gettiered. I then consider how the psychological act of "grasping" that seems to be characteristic of understanding (...)
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  • Explanation and laws.Alexander Bird - 1999 - Synthese 120 (1):1--18.
    In this paper I examine two aspects of Hempel’s covering-law models of explanation. These are (i) nomic subsumption and (ii) explication by models. Nomic subsumption is the idea that to explain a fact is to show how it falls under some appropriate law. This conception of explanation Hempel explicates using a pair of models, where, in this context, a model is a template or pattern such that if something fits it, then that thing is an explanation. A range of well-known (...)
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  • What to say to a skeptical metaphysician: A defense manual for cognitive and behavioral scientists.Don Ross & David Spurrett - 2004 - Behavioral and Brain Sciences 27 (5):603-627.
    A wave of recent work in metaphysics seeks to undermine the anti-reductionist, functionalist consensus of the past few decades in cognitive science and philosophy of mind. That consensus apparently legitimated a focus on what systems do, without necessarily and always requiring attention to the details of how systems are constituted. The new metaphysical challenge contends that many states and processes referred to by functionalist cognitive scientists are epiphenomenal. It further contends that the problem lies in functionalism itself, and that, to (...)
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  • Questions and Answers: Metaphysical Explanation and the Structure of Reality.Naomi Thompson - 2019 - Journal of the American Philosophical Association 5 (1):98-116.
    This paper develops an account of metaphysical explanation according to which metaphysical explanations are answers to what-makes-it-the-case-that questions. On this view, metaphysical explanations are not to be considered entirely objective, but are subject to epistemic constraints imposed by the context in which a relevant question is asked. The resultant account of metaphysical explanation is developed independently of any particular views about grounding. Toward the end of the paper an application of the view is proposed that takes metaphysical explanations conceived in (...)
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  • Can we have mathematical understanding of physical phenomena?Gabriel Târziu - 2018 - Theoria : An International Journal for Theory, History and Fundations of Science 33 (1):91-109.
    Can mathematics contribute to our understanding of physical phenomena? One way to try to answer this question is by getting involved in the recent philosophical dispute about the existence of mathematical explanations of physical phenomena. If there is such a thing, given the relation between explanation and understanding, we can say that there is an affirmative answer to our question. But what if we do not agree that mathematics can play an explanatory role in science? Can we still consider that (...)
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  • A psychologistic theory of metaphysical explanation.Kristie Miller & James Norton - 2019 - Synthese 196 (7):2777-2802.
    Many think that sentences about what metaphysically explains what are true iff there exist grounding relations. This suggests that sceptics about grounding should be error theorists about metaphysical explanation. We think there is a better option: a theory of metaphysical explanation which offers truth conditions for claims about what metaphysically explains what that are not couched in terms of grounding relations, but are instead couched in terms of, inter alia, psychological facts. We do not argue that our account is superior (...)
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  • Understanding and Its Role in Inquiry.Benjamin T. Rancourt - unknown
    In this dissertation, I argue that understanding possesses unique epistemic value. I propose and defend a novel account of understanding that I call the management account of understanding, which is the view that an agent A understands a subject matter S just in case A has the ability to extract the relevant information and exploit it with the relevant cognitive capacities to answer questions in S. Since inquiry is the process of raising and answering questions, I argue that without understanding, (...)
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  • Inference to the Best Explanation (IBE) Versus Explaining for the Best Inference.Tania Lombrozo & Daniel Wilkenfeld - 2015 - Science & Education 24 (9-10):1059-1077.
    In pedagogical contexts and in everyday life, we often come to believe something because it would best explain the data. What is it about the explanatory endeavor that makes it essential to everyday learning and to scientific progress? There are at least two plausible answers. On one view, there is something special about having true explanations. This view is highly intuitive: it’s clear why true explanations might improve one’s epistemic position. However, there is another possibility—it could be that the process (...)
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  • Is There A Monist Theory of Causal and Non-Causal Explanations? The Counterfactual Theory of Scientific Explanation.Alexander Reutlinger - 2016 - Philosophy of Science 83 (5):733-745.
    The goal of this paper is to develop a counterfactual theory of explanation. The CTE provides a monist framework for causal and non-causal explanations, according to which both causal and non-causal explanations are explanatory by virtue of revealing counterfactual dependencies between the explanandum and the explanans. I argue that the CTE is applicable to two paradigmatic examples of non-causal explanations: Euler’s explanation and renormalization group explanations of universality.
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  • Wisdom in Theology.Stephen R. Grimm - forthcoming - In William and Frederick Abraham and Aquino (ed.), The Oxford Handbook of the Epistemology of Theology.
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  • Assimilating evidence: The key to revision?Michelene T. H. Chi - 1989 - Behavioral and Brain Sciences 12 (3):470-471.
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  • Does ECHO explain explanation? A psychological perspective.Joshua Klayman & Robin M. Hogarth - 1989 - Behavioral and Brain Sciences 12 (3):478-479.
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  • Contrastive Explanations as Social Accounts.Kareem Khalifa - 2010 - Social Epistemology 24 (4):263-284.
    Explanatory contrastivists hold that we often explain phenomena of the form p rather than q. In this paper, I present a new, social‐epistemological model of contrastive explanation—accountabilism. Specifically, my view is inspired by social‐scientific research that treats explanations fundamentally as accounts; that is, communicative actions that restore one's social status when charged with questionable behaviour. After developing this model, I show how accountabilism provides a more comprehensive model of contrastive explanation than the causal models of contrastive explanation that are currently (...)
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  • Sur la voie constructiviste en épistémologie (A propos de Théorétiques d'Yvon Gauthier).Robert Nadeau - 1985 - Dialogue 24 (1):115-.
    La question de savoir si l'épistémologie est encore possible, et quelle voie elle doit emprunter, est à l'ordre du jour. En effet, suite à l'échec du modèle standard proposé par l'empirisme logique, nous nous retrouvons pour ainsi dire a la croisée des chemins. C'est ainsi que, par exemple, nous prenons progressivement conscience des enjeux opposant les partisans de la « LSE Position » aussi bien aux empiristes qu'à ceux qui favorisent plutôt une sorte de « virage sociologiste », ou encore (...)
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  • Romeo, René, and the reasons why: What explanation is.C. S. Jenkins - 2008 - Proceedings of the Aristotelian Society 108 (1pt1):61-84.
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  • Against Understanding (as a condition on explanation).Bradford Skow - 2017 - In Stephen R. Grimm (ed.), Making Sense of the World: New Essays on the Philosophy of Understanding. New York, NY, United States of America: Oxford University Press.
    Argues that there is no interpretation of the commonly-accepted idea that "explanation is that which produces understanding" on which it is of any use for finding what philosophers looking for a theory of explanation have been after. Contains a close examination of a couple of philosophers' attempts to use this idea for that purpose.
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  • Levels and kinds of explanation: lessons from neuropsychiatry.Sam Wilkinson - 2014 - Frontiers in Psychology 5.
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  • Explanation and Metaphysics.Alexander Bird - 2005 - Synthese 143 (1-2):89-107.
    Is the nature of explanation a metaphysical issue? Or has it more to do with psychology and pragmatics? To put things in a different way: what are primary relata in an explanation? What sorts of thing explain what other sorts of thing? David Lewis identifies two senses of ‘explanation’ (Lewis 1986, 217–218). In the first sense, an explanation is an act of explaining. I shall call this the subjectivist sense, since its existence depends on some subject doing the explaining. Hence (...)
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  • (1 other version)Explanation—Opening Address.J. J. C. Smart - 1990 - Royal Institute of Philosophy Supplement 27:1-19.
    It is a pleasure for me to give this opening address to the Royal Institute of Philosophy Conference on ‘Explanation’ for two reasons. The first is that it is succeeded by exciting symposia and other papers concerned with various special aspects of the topic of explanation. The second is that the conference is being held in my old alma mater, the University of Glasgow, where I did my first degree. Especially due to C. A. Campbell and George Brown there was (...)
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