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Scientific Explanation and the Causal Structure of the World

Princeton University Press (1984)

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  1. Reductive explanation and the "explanatory gap".Peter Carruthers - 2004 - Canadian Journal of Philosophy 34 (2):153-174.
    Can phenomenal consciousness be given a reductive natural explanation? Exponents of an.
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  • Knowledge-how, Understanding-why and Epistemic Luck: an Experimental Study.J. Adam Carter, Duncan Pritchard & Joshua Shepherd - 2019 - Review of Philosophy and Psychology 10 (4):701-734.
    Reductive intellectualists about knowledge-how hold, contra Ryle, that knowing how to do something is just a kind of propositional knowledge. In a similar vein, traditional reductivists about understanding-why insist, in accordance with a tradition beginning with Aristotle, that the epistemic standing one attains when one understands why something is so is itself just a kind of propositional knowledge—viz., propositional knowledge of causes. A point that has been granted on both sides of these debates is that if these reductive proposals are (...)
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  • Big Data, epistemology and causality: Knowledge in and knowledge out in EXPOsOMICS.Stefano Canali - 2016 - Big Data and Society 3 (2).
    Recently, it has been argued that the use of Big Data transforms the sciences, making data-driven research possible and studying causality redundant. In this paper, I focus on the claim on causal knowledge by examining the Big Data project EXPOsOMICS, whose research is funded by the European Commission and considered capable of improving our understanding of the relation between exposure and disease. While EXPOsOMICS may seem the perfect exemplification of the data-driven view, I show how causal knowledge is necessary for (...)
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  • What’s the Role of Spatial Awareness in Visual Perception of Objects?John Campbell - 2007 - Mind and Language 22 (5):548–562.
    I set out two theses. The first is Lynn Robertson’s: (a) spatial awareness is a cause of object perception. A natural counterpoint is: (b) spatial awareness is a cause of your ability to make accurate verbal reports about a perceived object. Zenon Pylyshyn has criticized both. I argue that nonetheless, the burden of the evidence supports both (a) and (b). Finally, I argue conscious visual perception of an object has a different causal role to both: (i) non-conscious perception of the (...)
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  • Understanding mechanisms in the health sciences.Raffaella Campaner - 2010 - Theoretical Medicine and Bioethics 32 (1):5-17.
    This article focuses on the assessment of mechanistic relations with specific attention to medicine, where mechanistic models are widely employed. I first survey recent contributions in the philosophical literature on mechanistic causation, and then take issue with Federica Russo and Jon Williamson’s thesis that two types of evidence, probabilistic and mechanistic, are at stake in the health sciences. I argue instead that a distinction should be drawn between previously acquired knowledge of mechanisms and yet-to-be-discovered knowledge of mechanisms and that both (...)
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  • Una propuesta para comparar diferentes explicaciones sobre un mismo objeto de estudio.Jonatan García Campos, Alfonso Ávila del Palacio & Damián Islas Mondragón - 2015 - Tópicos: Revista de Filosofía 48:9-44.
    Este trabajo propone una herramienta teórica con la que es posible comparar diferentes explicaciones dirigidas a un mismo objeto de estudio. Esta herramienta se compone de tres conjuntos de virtudes: epistémicas, analíticas y pragmáticas. Para apoyar lo anterior se ofrecen dos estudios de caso, el primero compara dos explicaciones psicológicas sobre el espectro autista, el segundo compara dos explicaciones sobre el origen de los números desde una perspectiva empirista.
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  • The structure of time in autobiographical memory.John Campbell - 1997 - European Journal of Philosophy 5 (2):105-17.
    Much of ordinary memory is autobiographical; memory of what one saw and did, where and when. It may derive from your own past experiences, or from what other people told you about your past life. It may be phenomenologically rich, redolent of that autumn afternoon so long ago, or a few austere reports of what happened. But all autobiographical memory is first-person memory, stateable using ‘I’. It is a memory you would express by saying, ‘I remember I . . .’.
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  • Evidence and the Assessment of Causal Relations in the Health Sciences.Raffaella Campaner & Maria Carla Galavotti - 2012 - International Studies in the Philosophy of Science 26 (1):27-45.
    This contribution claims that the two fundamental notions of causation at work in the health sciences are manipulative and mechanistic, and investigates what kinds of evidence matter for the assessment of causal relations. This article is a development of our 2007 article, ‘Plurality of Causality’, where we argue for a pluralistic account of causation with an eye to econometrics and a single medical example. The present contribution has a wider focus, and considers the notion of evidence within a whole range (...)
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  • Lo Statuto Metodologico dei Contenuti Intenzionali.Silvano Zipoli Caiani - 2019 - Rivista Internazionale di Filosofia e Psicologia 10 (3):265-281.
    Riassunto: Il dibattito in filosofia della mente è caratterizzato dal crescente interesse per nuove forme di eliminativismo, note con il nome di teorie enattiviste radicali della mente. Secondo la concezione enattivista radicale, il contenuto intenzionale di uno stato mentale è empiricamente sottodeterminato, pertanto non può essere utilizzato quale elemento di una spiegazione naturalistica del comportamento. Tuttavia, sebbene il riferimento ai contenuti intenzionali non sia conciliabile con il naturalismo ontologico, esso è invece compatibile con una forma di naturalismo metodologico. Seguendo l’analisi (...)
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  • Does IBE Require a ‘Model’ of Explanation?Frank Cabrera - 2020 - British Journal for the Philosophy of Science 71 (2):727-750.
    In this article, I consider an important challenge to the popular theory of scientific inference commonly known as ‘inference to the best explanation’, one that has received scant attention.1 1 The problem is that there exists a wide array of rival models of explanation, thus leaving IBE objectionably indeterminate. First, I briefly introduce IBE. Then, I motivate the problem and offer three potential solutions, the most plausible of which is to adopt a kind of pluralism about the rival models of (...)
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  • Can there be a Bayesian explanationism? On the prospects of a productive partnership.Frank Cabrera - 2017 - Synthese 194 (4):1245–1272.
    In this paper, I consider the relationship between Inference to the Best Explanation and Bayesianism, both of which are well-known accounts of the nature of scientific inference. In Sect. 2, I give a brief overview of Bayesianism and IBE. In Sect. 3, I argue that IBE in its most prominently defended forms is difficult to reconcile with Bayesianism because not all of the items that feature on popular lists of “explanatory virtues”—by means of which IBE ranks competing explanations—have confirmational import. (...)
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  • Reconsidering relativistic causality.Jeremy Butterfield - 2007 - International Studies in the Philosophy of Science 21 (3):295 – 328.
    I discuss the idea of relativistic causality, i.e., the requirement that causal processes or signals can propagate only within the light-cone. After briefly locating this requirement in the philosophy of causation, my main aim is to draw philosophers' attention to the fact that it is subtle, indeed problematic, in relativistic quantum physics: there are scenarios in which it seems to fail. I set aside two such scenarios, which are familiar to philosophers of physics: the pilot-wave approach, and the Newton-Wigner representation. (...)
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  • Bell’s Theorem: What It Takes.Jeremy Butterfield - 1992 - British Journal for the Philosophy of Science 43 (1):41-83.
    I compare deterministic and stochastic hidden variable models of the Bell experiment, exphasising philosophical distinctions between the various ways of combining conditionals and probabilities. I make four main claims. (1) Under natural assumptions, locality as it occurs in these models is equivalent to causal independence, as analysed (in the spirit of Lewis) in terms of probabilities and conditionals. (2) Stochastic models are indeed more general than deterministic ones. (3) For factorizable stochastic models, relativity's lack of superluminal causation does not favour (...)
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  • Should scientific realists be platonists?Jacob Busch & Joe Morrison - 2016 - Synthese 193 (2):435-449.
    Enhanced indispensability arguments claim that Scientific Realists are committed to the existence of mathematical entities due to their reliance on Inference to the best explanation. Our central question concerns this purported parity of reasoning: do people who defend the EIA make an appropriate use of the resources of Scientific Realism to achieve platonism? We argue that just because a variety of different inferential strategies can be employed by Scientific Realists does not mean that ontological conclusions concerning which things we should (...)
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  • Rethinking objective homogeneity: Statistical versus ontic approaches.Richard N. Burnor - 1993 - Philosophical Studies 71 (3):307 - 325.
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  • Comments on the precarious relationship between history and philosophy of science.Richard M. Burian - 2002 - Perspectives on Science 10 (4):398-407.
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  • Defining Explanation and Explanatory Depth in XAI.Stefan Buijsman - 2022 - Minds and Machines 32 (3):563-584.
    Explainable artificial intelligence (XAI) aims to help people understand black box algorithms, particularly of their outputs. But what are these explanations and when is one explanation better than another? The manipulationist definition of explanation from the philosophy of science offers good answers to these questions, holding that an explanation consists of a generalization that shows what happens in counterfactual cases. Furthermore, when it comes to explanatory depth this account holds that a generalization that has more abstract variables, is broader in (...)
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  • Resisting Non-causal Explanations.Otávio Bueno & Melisa Vivanco - 2019 - Analysis 79 (3):550-559.
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  • A Means-End Account of Explainable Artificial Intelligence.Oliver Buchholz - 2023 - Synthese 202 (33):1-23.
    Explainable artificial intelligence (XAI) seeks to produce explanations for those machine learning methods which are deemed opaque. However, there is considerable disagreement about what this means and how to achieve it. Authors disagree on what should be explained (topic), to whom something should be explained (stakeholder), how something should be explained (instrument), and why something should be explained (goal). In this paper, I employ insights from means-end epistemology to structure the field. According to means-end epistemology, different means ought to be (...)
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  • Explanatory hierarchy of causal structures in molecular biology.Zdenka Brzović, Vito Balorda & Predrag Šustar - 2021 - European Journal for Philosophy of Science 11 (2):1-21.
    In the debate on causal explanation in biology, in the past two decades largely influenced by the new mechanist approach, the concept of a pathway has recently reemerged as a promising research agenda, 551-572, 2018; The British Journal for the Philosophy of Science, 72, 131-158, 2021). Ross’ account of biological explanation differentiates several autonomous types of causal structures that play explanatory and other roles across the life sciences. NM, however, prioritizes mechanisms as vehicles of biological explanations. According to this program, (...)
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  • Keep the chickens cooped: the epistemic inadequacy of free range metaphysics.Amanda Bryant - 2020 - Synthese 197 (5):1867-1887.
    This paper aims to better motivate the naturalization of metaphysics by identifying and criticizing a class of theories I call ’free range metaphysics’. I argue that free range metaphysics is epistemically inadequate because the constraints on its content—consistency, simplicity, intuitive plausibility, and explanatory power—are insufficiently robust and justificatory. However, since free range metaphysics yields clarity-conducive techniques, incubates science, and produces conceptual and formal tools useful for scientifically engaged philosophy, I do not recommend its discontinuation. I do recommend, however, ending the (...)
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  • Chemical atomism: a case study in confirmation and ontology.Joshua D. K. Brown - 2015 - Synthese 192 (2):453-485.
    Quine, taking the molecular constitution of matter as a paradigmatic example, offers an account of the relation between theory confirmation and ontology. Elsewhere, he deploys a similar ontological methodology to argue for the existence of mathematical objects. Penelope Maddy considers the atomic/molecular theory in more historical detail. She argues that the actual ontological practices of science display a positivistic demand for “direct observation,” and that fulfillment of this demand allows us to distinguish molecules and other physical objects from mathematical abstracta. (...)
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  • Why the Difference Between Explanation and Argument Matters to Science Education.Ingo Brigandt - 2016 - Science & Education 25 (3-4):251-275.
    Contributing to the recent debate on whether or not explanations ought to be differentiated from arguments, this article argues that the distinction matters to science education. I articulate the distinction in terms of explanations and arguments having to meet different standards of adequacy. Standards of explanatory adequacy are important because they correspond to what counts as a good explanation in a science classroom, whereas a focus on evidence-based argumentation can obscure such standards of what makes an explanation explanatory. I provide (...)
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  • The future, and what might have been.R. A. Briggs & Graeme A. Forbes - 2019 - Philosophical Studies 176 (2):505-532.
    We show that five important elements of the ‘nomological package’— laws, counterfactuals, chances, dispositions, and counterfactuals—needn’t be a problem for the Growing-Block view. We begin with the framework given in Briggs and Forbes (in The real truth about the unreal future. Oxford studies in metaphysics. Oxford University Press, Oxford, 2012 ), and, taking laws as primitive, we show that the Growing-Block view has the resources to provide an account of possibility, and a natural semantics for non-backtracking causal counterfactuals. We show (...)
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  • Explanation in Biology: Reduction, Pluralism, and Explanatory Aims.Ingo Brigandt - 2011 - Science & Education 22 (1):69-91.
    This essay analyzes and develops recent views about explanation in biology. Philosophers of biology have parted with the received deductive-nomological model of scientific explanation primarily by attempting to capture actual biological theorizing and practice. This includes an endorsement of different kinds of explanation (e.g., mathematical and causal-mechanistic), a joint study of discovery and explanation, and an abandonment of models of theory reduction in favor of accounts of explanatory reduction. Of particular current interest are philosophical accounts of complex explanations that appeal (...)
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  • The microstructural causation hypothesis.David Braddon-Mitchell - 1993 - Erkenntnis 39 (2):257 - 283.
    I argue against a priori objections to the view that causation may be reducible to some micro-structural process in principle discoverable by physics. I distinguish explanation from causation, and argue that the main objections to such a reduction stem from conflating these two notions. Explanation is the collection of pragmatically relevant, possibly counterfactual information about causation; and causation is to be identified in a necessary a posteriori way with whatever physical processes underwrite our explanatory claims.
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  • A priori causal laws.Darren Bradley - 2017 - Inquiry: An Interdisciplinary Journal of Philosophy 60 (4):358-370.
    Sober and Elgin defend the claim that there are a priori causal laws in biology. Lange and Rosenberg take issue with this on Humean grounds, among others. I will argue that Sober and Elgin don’t go far enough – there are a priori causal laws in many sciences. Furthermore, I will argue that this thesis is compatible with a Humean metaphysics and an empiricist epistemology.
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  • A discipline matures.Michael Bradie - 2000 - Biology and Philosophy 15 (4):575-593.
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  • The Rational Role of Experience.David Bourget - 2018 - Inquiry: An Interdisciplinary Journal of Philosophy 61 (5-6):467-493.
    If there is content that we reason on, cognitive content, it is in the head and accessible to reasoning mechanisms. This paper discusses the phenomenal theory of cognitive content, according to which cognitive contents are the contents of phenomenal consciousness. I begin by distinguishing cognitive content from the closely associated notion of narrow content. I then argue, drawing on prior work, that the phenomenal theory can plausibly account for the cognitive contents of many relatively simple mental states. My main focus (...)
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  • En quel sens les objets physiques sont-ils réels?Éric Bourneuf - 1994 - Dialogue 33 (1):21.
    La notion d'objet physique est au cceur de la problématique métaphysique du réalisme: réalistes et antiréalistes construisent habituellement leurs positions sur la base de différentes conceptions de cette notion. De façon générale, les réalistes prétendent que les objets physiques existent et possè-dent des propriétés intrinsèques les définissant indépendamment de nos facultés de perception et de conceptualisation. Par rapport à cette caractérisation, qui nous accompagnera tout au long du texte, nous nous plaçons dans le clan des antiréalistes. Toutefois, notre but présent (...)
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  • Two Kinds of Causal Explanation.George Botterill - 2010 - Theoria 76 (4):287-313.
    To give a causal explanation is to give information about causal history. But a vast amount of causal history lies behind anything that happens, far too much to be included in any intelligible explanation. This is the Problem of Limitation for explanatory information. To cope with this problem, explanations must select for what is relevant to and adequate for answering particular inquiries. In the present paper this idea is used in order to distinguish two kinds of causal explanation, on the (...)
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  • Sobre la relación entre Los realismos científico, modal Y nomológico.Bruno Borge - 2016 - Kriterion: Journal of Philosophy 57 (135):619-639.
    RESUMO Os debates sobre o Realismo Científico não só tiveram um começo e um desenvolvimento contemporâneos aos do Realismo Modal e Realismo Nomológico, mas suas temáticas estiveram também profundamente entrelaçadas. Certa atitude realista em relação às teorias científicas tem sido muitas vezes acompanhada pela adoção de compromissos com a modalidade objetiva e as leis naturais. No entanto, as relações entre estas três posições têm sido pouco exploradas. Neste artigo defendo que manter o RC indiretamente envolve assumir compromissos com o RM (...)
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  • Explainable Artificial Intelligence in Data Science.Joaquín Borrego-Díaz & Juan Galán-Páez - 2022 - Minds and Machines 32 (3):485-531.
    A widespread need to explain the behavior and outcomes of AI-based systems has emerged, due to their ubiquitous presence. Thus, providing renewed momentum to the relatively new research area of eXplainable AI (XAI). Nowadays, the importance of XAI lies in the fact that the increasing control transference to this kind of system for decision making -or, at least, its use for assisting executive stakeholders- already affects many sensitive realms (as in Politics, Social Sciences, or Law). The decision-making power handover to (...)
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  • Robustness and Modularity.Trey Boone - forthcoming - British Journal for the Philosophy of Science.
    Functional robustness refers to a system’s ability to maintain a function in the face of perturbations to the causal structures that support performance of that function. Modularity, a crucial element of standard methods of causal inference and difference-making accounts of causation, refers to the independent manipulability of causal relationships within a system. Functional robustness appears to be at odds with modularity. If a function is maintained despite manipulation of some causal structure that supports that function, then the relationship between that (...)
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  • The logic of explanation in molecular biology: historical-processual and logical-procedural aspects.Giovanni Boniolo & Raffaella Campaner - 2022 - European Journal for Philosophy of Science 12 (1):1-24.
    This work addresses biological explanations and aims to provide a philosophical account which brings together logical-procedural and historical-processual aspects when considering molecular pathways. It is argued that, having molecular features as explananda, a particular non-classical logical language – Zsyntax – can be used to formally represent, in terms of logical theorems, types of molecular processes, and to grasp how we get from one molecular interaction to another, hence explaining why a given outcome occurs. Expressing types of molecular biology processes in (...)
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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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  • Molecular pathways and the contextual explanation of molecular functions.Giovanni Boniolo & Raffaella Campaner - 2018 - Biology and Philosophy 33 (3-4):24.
    Much of the recent philosophical debate on causation and causal explanation in the biological and biomedical sciences has focused on the notion of mechanism. Mechanisms, their nature and epistemic roles have been tackled by a range of so-called neo-mechanistic theories, and widely discussed. Without denying the merits of this approach, our paper aims to show how lately it has failed to give proper credit to processes, which are central to the field, especially of contemporary molecular biology. Processes can be summed (...)
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  • Fiction As a Vehicle for Truth: Moving Beyond the Ontic Conception.Alisa Bokulich - 2016 - The Monist 99 (3):260-279.
    Despite widespread evidence that fictional models play an explanatory role in science, resistance remains to the idea that fictions can explain. A central source of this resistance is a particular view about what explanations are, namely, the ontic conception of explanation. According to the ontic conception, explanations just are the concrete entities in the world. I argue this conception is ultimately incoherent and that even a weaker version of the ontic conception fails. Fictional models can succeed in offering genuine explanations (...)
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  • Realism Without Interphenomena: Reichenbach’s Cube, Sober’s Evidential Realism, and Quantum.Florian J. Boge - 2020 - International Studies in the Philosophy of Science 33 (4):231-246.
    In ‘Reichenbach's cubical universe and the problem of the external world’, Elliott Sober attempts a refutation of solipsism à la Reichenbach. I here contrast Sober's line of argument with observati...
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  • If Naturalism is True, then Scientific Explanation is Impossible.Tomas Bogardus - forthcoming - Religious Studies:1-24.
    I begin by retracing an argument from Aristotle for final causes in science. Then, I advance this ancient thought, and defend an argument for a stronger conclusion: that no scientific explanation can succeed, if Naturalism is true. The argument goes like this: (1) Any scientific explanation can be successful only if it crucially involves a natural regularity. Next, I argue that (2) any explanation can be successful only if it crucially involves no element that calls out for explanation but lacks (...)
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  • Modalities and Counterfactuals in History and the Social Sciences: Some Preliminary Reflections.Tannelie Blom, Werner Callebaut & Ton Nijhuis - 1989 - Philosophica 44.
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  • The Explanatory Component of Moral Responsibility.Gunnar Björnsson & Karl Persson - 2012 - Noûs 46 (2):326-354.
    In this paper, we do three things. First, we put forth a novel hypothesis about judgments of moral responsibility according to which such judgments are a species of explanatory judgments. Second, we argue that this hypothesis explains both some general features of everyday thinking about responsibility and the appeal of skeptical arguments against moral responsibility. Finally, we argue that, if correct, the hypothesis provides a defense against these skeptical arguments.
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  • Downward causation without foundations.Michel Bitbol - 2012 - Synthese 185 (2):233-255.
    Emergence is interpreted in a non-dualist framework of thought. No metaphysical distinction between the higher and basic levels of organization is supposed, but only a duality of modes of access. Moreover, these modes of access are not construed as mere ways of revealing intrinsic patterns of organization: They are supposed to be constitutive of them, in Kant’s sense. The emergent levels of organization, and the inter-level causations as well, are therefore neither illusory nor ontologically real: They are objective in the (...)
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  • The Inclusive Fitness Controversy: Finding a Way Forward.Jonathan Birch - 2017 - Royal Society Open Science 4 (170335):170335.
    This paper attempts to reconcile critics and defenders of inclusive fitness by constructing a synthesis that does justice to the insights of both. I argue that criticisms of the regression-based version of Hamilton’s rule, although they undermine its use for predictive purposes, do not undermine its use as an organizing framework for social evolution research. I argue that the assumptions underlying the concept of inclusive fitness, conceived as a causal property of an individual organism, are unlikely to be exactly true (...)
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  • Macht uns die Veranderung unserer selbst autonom? Uberlegungen zur Rechtfertigung von Neuro-Enhancement der Emotionen.Monika Betzler - 2009 - Philosophia Naturalis 46 (2):167-212.
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  • Calculating and Understanding: Formal Models and Causal Explanations in Science, Common Reasoning and Physics Teaching.Ugo Besson - 2010 - Science & Education 19 (3):225-257.
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  • When weak explanations prevail.Carl Bereiter & Marlene Scardamalia - 1989 - Behavioral and Brain Sciences 12 (3):468-469.
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  • Le matérialisme contemporain.Paul Bernier - 2000 - Philosophiques 27 (1):99-114.
    RÉSUMÉ Dans la foulée de divers arguments antiphysicalistes visant à montrer que les qualia ne sont pas fonctionnalisables, Ned Block a proposé un autre argument de ce type, qui repose sur son expérience de pensée de la Terre inversée. L’argument de Block montrerait qu’un sujet peut avoir deux expériences de couleur du même type « phénoménal » qui seraient de deux types fonctionnels distincts puisque, selon lui, elles auraient des contenus intentionnels distincts. Il existerait donc une différence fondamentale entre le (...)
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  • The inference to the best explanation.Yemima Ben-Menahem - 1990 - Erkenntnis 33 (3):319-44.
    In a situation in which several explanations compete, is the one that is better qua explanation also the one we should regard as the more likely to be true? Realists usually answer in the affirmative. They then go on to argue that since realism provides the best explanation for the success of science, realism can be inferred to. Nonrealists, on the other hand, answer the above question in the negative, thereby renouncing the inference to realism. In this paper I separate (...)
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  • Mental Causation.Karen Bennett - 2007 - Philosophy Compass 2 (2):316-337.
    Concerns about ‘mental causation’ are concerns about how it is possible for mental states to cause anything to happen. How does what we believe, want, see, feel, hope, or dread manage to cause us to act? Certain positions on the mind-body problem—including some forms of physicalism—make such causation look highly problematic. This entry sketches several of the main reasons to worry, and raises some questions for further investigation.
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