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Scientific Explanation and the Causal Structure of the World

Princeton University Press (1984)

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  1. A Causal Model Theory of the Meaning of Cause, Enable, and Prevent.Steven Sloman, Aron K. Barbey & Jared M. Hotaling - 2009 - Cognitive Science 33 (1):21-50.
    The verbs cause, enable, and prevent express beliefs about the way the world works. We offer a theory of their meaning in terms of the structure of those beliefs expressed using qualitative properties of causal models, a graphical framework for representing causal structure. We propose that these verbs refer to a causal model relevant to a discourse and that “A causes B” expresses the belief that the causal model includes a link from A to B. “A enables/allows B” entails that (...)
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  • Remarks on a Structural Account of Scientific Explanation.Laura Felline - 2009 - In M. Suarez, M. Dorato & M. Redei (eds.), EPSA Philosophical Issues in the Sciences: Launch of the European Philosophy of Science Association. Dordrecht, Netherland: Springer. pp. 43--53.
    The problems that exist in relating quantum mechanical phenomena to classical concepts like properties, causes, or entities like particles or waves are well-known and still open to question, so that there is not yet an agreement on what kind of metaphysics lies at the foundations of quantum mechanics. However, physicists constantly use the formal resources of quantum mechanics in order to explain quantum phenomena. The structural account of explanation, therefore, tries to account for this kind of mathematical explanation in physics, (...)
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  • Natural Selection and Causal Productivity.Roberta L. Millstein - 2013 - In Hsiang-Ke Chao, Szu-Ting Chen & Roberta L. Millstein (eds.), Mechanism and Causality in Biology and Economics. Dordrecht: Springer.
    In the recent philosophical literature, two questions have arisen concerning the status of natural selection: (1) Is it a population-level phenomenon, or is it an organism-level phenomenon? (2) Is it a causal process, or is it a purely statistical summary of lower-level processes? In an earlier work (Millstein, Br J Philos Sci, 57(4):627–653, 2006), I argue that natural selection should be understood as a population-level causal process, rather than a purely statistical population-level summation of lower-level processes or as an organism-level (...)
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  • Stability and lawlikeness.Jani Raerinne - 2013 - Biology and Philosophy 28 (5):833-851.
    There appear to be no biological regularities that have the properties traditionally associated with laws, such as an unlimited scope or holding in all or many possible background conditions. Mitchell, Lange, and others have therefore suggested redefining laws to redeem the lawlike status of biological regularities. These authors suggest that biological regularities are lawlike because they are pragmatically or paradigmatically similar to laws or stable regularities. I will review these re-definitions by arguing both that there are difficulties in applying their (...)
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  • Atomicity and Causal Completeness.Zalán Gyenis & Miklós Rédei - 2014 - Erkenntnis 79 (S3):1-15.
    The role of measure theoretic atomicity in common cause closedness of general probability theories with non-distributive event structures is raised and investigated. It is shown that if a general probability space is non-atomic then it is common cause closed. Conditions are found that entail that a general probability space containing two atoms is not common cause closed but it is common cause closed if it contains only one atom. The results are discussed from the perspective of the Common Cause Principle.
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  • Discovering Complexity.Lindley Darden - 1997 - Biology and Philosophy 12 (1):101-107.
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  • On qualitative modelling.Jarmo J. Ahonen - 1994 - AI and Society 8 (1):17-28.
    Fundamental assumptions behind qualitative modelling are critically considered and some inherent problems in that modelling approach are outlined. The problems outlined are due to the assumption that a sufficient set of symbols representing the fundamental features of the physical world exists. That assumption causes serious problems when modelling continuous systems. An alternative for intelligent system building for cases not suitable for qualitative modelling is proposed. The proposed alternative combines neural networks and quantitative modelling.
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  • Philosophical accounts of causal explanation and the scientific practice of psychophysics.Tim Christian Kietzmann - unknown
    Philosophical accounts of causality and causal explanation can provide important guidelines for the experimental sciences and valid experimental setups. In addition to the obvious requirement of logic validity, however, the approaches must account for the generally accepted experimental practice to be truly useful. To investigate this important interconnection, the current paper evaluates different philosophical accounts of causation and causal explanation in the light of typical psychophysical experiments. In particular, eye-tracking setups will be used to evaluate Granger Causality, Probabilistic Accounts and (...)
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  • Are causal analysis and system analysis compatible approaches?Federica Russo - 2010 - International Studies in the Philosophy of Science 24 (1):67 – 90.
    In social science, one objection to causal analysis is that the assumption of the closure of the system makes the analysis too narrow in scope, that is, it considers only 'closed' and 'hermetic' systems thus neglecting many other external influences. On the contrary, system analysis deals with complex structures where every element is interrelated with everything else in the system. The question arises as to whether the two approaches can be compatible and whether causal analysis can be integrated into the (...)
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  • Scientific explanation and the trial of Galileo.William E. Seager - 1987 - International Studies in the Philosophy of Science 1 (2):176 – 195.
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  • The perils of Perrin, in the hands of philosophers.Bas C. van Fraassen - 2009 - Philosophical Studies 143 (1):5 - 24.
    The story of how Perrin’s experimental work established the reality of atoms and molecules has been a staple in (realist) philosophy of science writings (Wesley Salmon, Clark Glymour, Peter Achinstein, Penelope Maddy, …). I’ll argue that how this story is told distorts both what the work was and its significance, and draw morals for the understanding of how theories can be or fail to be empirically grounded.
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  • Gauge symmetry and the Theta vacuum.Richard Healey - 2009 - In Mauricio Suárez, Mauro Dorato & Miklós Rédei (eds.), EPSA Philosophical Issues in the Sciences · Launch of the European Philosophy of Science Association. Dordrecht, Netherland: Springer. pp. 105--116.
    According to conventional wisdom, local gauge symmetry is not a symmetry of nature, but an artifact of how our theories represent nature. But a study of the so-called theta-vacuum appears to refute this view. The ground state of a quantized non-Abelian Yang-Mills gauge theory is characterized by a real-valued, dimensionless parameter theta—a fundamental new constant of nature. The structure of this vacuum state is often said to arise from a degeneracy of the vacuum of the corresponding classical theory, which degeneracy (...)
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  • Physical process theories and token-probabilistic causation.S. Kim - 2001 - Erkenntnis 54 (2):235-245.
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  • Explanation and the poverty of pragmatics.Thomas R. Grimes - 1987 - Erkenntnis 27 (1):79 - 92.
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  • Theoretical explanation and errors of measurement.John Forge - 1990 - Erkenntnis 33 (3):371 - 390.
    By using the concept of a uniformity, the Structuralists have given us a most useful means of representing approximations. In the second section of this paper, I have made use of this technique to show how we can deal with errors of measurement — imprecise explananda — in the context of theoretical explanation. As well as (I hope) providing further demonstration of the power of the Structuralist approach, this also serves to support the ontic conception of explanation by showing that (...)
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  • Psycholinguistics as a case of cross-disciplinary research: Symposium introduction.William Bechtel - 1987 - Synthese 72 (3):293 - 311.
    In setting a framework for the papers that follow, I have explored some of the major characteristics of disciplines and the factors that breed ethnocentrism among disciplines, considered what factors can lead researchers to cross disciplinary boundaries, and explored the kinds of conceptual as well as social and institutional products that result from cross-disciplinary work. While drawing out the significance of these various considerations for psycholinguistics, I have presented a fairly general conceptual analysis that is not restricted to this case. (...)
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  • Salmon and Van Fraassen on the existence of unobservable entities: A matter of interpretation of probability. [REVIEW]Federica Russo - 2006 - Foundations of Science 11 (3):221-247.
    A careful analysis of Salmon’s Theoretical Realism and van Fraassen’s Constructive Empiricism shows that both share a common origin: the requirement of literal construal of theories inherited by the Standard View. However, despite this common starting point, Salmon and van Fraassen strongly disagree on the existence of unobservable entities. I argue that their different ontological commitment towards the existence of unobservables traces back to their different views on the interpretation of probability via different conceptions of induction. In fact, inferences to (...)
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  • Coherence, Truth, and the Development of Scientific Knowledge.Paul Thagard - 2007 - Philosophy of Science 74 (1):28-47.
    What is the relation between coherence and truth? This paper rejects numerous answers to this question, including the following: truth is coherence; coherence is irrelevant to truth; coherence always leads to truth; coherence leads to probability, which leads to truth. I will argue that coherence of the right kind leads to at least approximate truth. The right kind is explanatory coherence, where explanation consists in describing mechanisms. We can judge that a scientific theory is progressively approximating the truth if it (...)
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  • Two models of models in biomedical research.Hugh LaFollette & Niall Shanks - 1995 - Philosophical Quarterly 45 (179):141-160.
    Biomedical researchers claim there is significant biomedical information about humans which can be discovered only through experiments on intact animal systems (AMA p. 2). Although epidemiological studies, computer simulations, clinical investigation, and cell and tissue cultures have become important weapons in the biomedical scientists' arsenal, these are primarily "adjuncts to the use of animals in research" (Sigma Xi p. 76). Controlled laboratory experiments are the core of the scientific enterprise. Biomedical researchers claim these should be conducted on intact biological systems, (...)
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  • Philosophical and computational models of explanation.Paul Thagard - 1991 - Philosophical Studies 64 (October):87-104.
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  • (1 other version)Account for macro-level causation.David K. Henderson - 1994 - Synthese 101 (2):129-156.
    By a macro-level feature, I understand any feature that supervenes on, and is thus realized in, lower-level features. Recent discussions by Kim have suggested that such features cannot be causally relevant insofar as they are not classically reducible to lower-level features. This seems to render macro-level features causally irrelevant. I defend the causal relevance of some such features. Such features have been thought causally relevant in many examples that have underpinned philosophical work on causality. Additionally, in certain typical biological cases, (...)
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  • Restricted Diachronic Composition, Immanent Causality, and Objecthood: A Reply to Hudson.Yuri Balashov - 2003 - Philosophical Papers 32 (1):23-30.
    Composition, persistence, vagueness, and more constitute an interconnected network of problems. My criticism of Hud Hudson's provocative claims made in a recent paper (Hudson 2002) was focused almost exclusively on the issue of diachronic composition (Balashov 2003). Hudson's response (2003) has highlighted the dangers of such isolationism. But I want to hold to my strategy to the end. Part of the reason is to evade the appalling responsibility of presenting a full-blown theory of all the above phenomena; I must confess (...)
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  • Examining the Argument of Non-Causal Effect of Moral Properties and its Use against Moral Realism.Mohsen Bagheri & Seyed Ahmad Fazeli - 2023 - Journal of Ethical Reflections 4 (1):55-71.
    One of the arguments that is put forward both for and against strong moral realism is the argument for the causal effects of moral properties; Whether moral properties have a causal effect on the external and physical world to prove their reality or not. The first who argue this was Gilbert Harman, who considered moral properties to have no causal effects. Shafer-Landau has also obtained an ontological account of it and examined it. In this article, we examine the arguments of (...)
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  • The fate of causal structure under time reversal.Porter Williams - 2022 - Theoria. An International Journal for Theory, History and Foundations of Science 37 (1):87-102.
    What happens to the causal structure of a world when time is reversed? At first glance it seems there are two possible answers: the causal relations are reversed, or they are not. I argue that neither of these answers is correct: we should either deny that time-reversed worlds have causal relations at all, or deny that causal concepts developed in the actual world are reliable guides to the causal structure of time-reversed worlds. The first option is motivated by the instability (...)
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  • Conceptual challenges for interpretable machine learning.David S. Watson - 2022 - Synthese 200 (2):1-33.
    As machine learning has gradually entered into ever more sectors of public and private life, there has been a growing demand for algorithmic explainability. How can we make the predictions of complex statistical models more intelligible to end users? A subdiscipline of computer science known as interpretable machine learning (IML) has emerged to address this urgent question. Numerous influential methods have been proposed, from local linear approximations to rule lists and counterfactuals. In this article, I highlight three conceptual challenges that (...)
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  • Philosophical foundations of neuroeconomics: economics and the revolutionary challenge from neuroscience.Roberto Fumagalli - 2011 - Dissertation, London School of Economics
    This PhD thesis focuses on the philosophical foundations of Neuroeconomics, an innovative research program which combines findings and modelling tools from economics, psychology and neuroscience to account for human choice behaviour. The proponents of Neuroeconomics often manifest the ambition to foster radical modifications in the accounts of choice behaviour developed by its parent disciplines. This enquiry provides a philosophically informed appraisal of the potential for success and the relevance of neuroeconomic research for economics. My central claim is that neuroeconomists can (...)
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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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  • Mathematics and the world: explanation and representation.John-Hamish Heron - 2017 - Dissertation, King’s College London
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  • Mechanistic and Neo-mechanistic Accounts of Causation: How Salmon Already Got (Much of) It Right.Raffaella Campaner - 2013 - Metatheoria – Revista de Filosofía E Historia de la Ciencia 3:81--98.
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  • Kim’s dilemma: why mental causation is not productive.Andrew Russo - 2016 - Synthese 193 (7):2185-2203.
    Loewer (in: Physicalism and its discontents, 2001; Philos Phenomenol Res 65:655–663, 2002; in: Contemporary debates in philosophy of mind, 2007) has argued that the nonreductive physicalist should respond to the exclusion problem by endorsing the overdetermination entailed by their view. Kim’s (Physicalism, or something near enough, 2005; in: Contemporary debates in the philosophy of mind, 2007) argument against this reply is based on the premise that mental causation must be a productive relation in order to sustain human agency. In this (...)
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  • (2 other versions)Mechanistic Causation and Constraints: Perspectival Parts and Powers, Non-perspectival Modal Patterns.Jason Winning - 2020 - British Journal for the Philosophy of Science 71 (4):1385-1409.
    Any successful account of the metaphysics of mechanistic causation must satisfy at least five key desiderata. In this article, I lay out these five desiderata and explain why existing accounts of the metaphysics of mechanistic causation fail to satisfy them. I then present an alternative account that does satisfy the five desiderata. According to this alternative account, we must resort to a type of ontological entity that is new to metaphysics, but not to science: constraints. In this article, I explain (...)
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  • Philosophical Issues Concerning Phase Transitions and Anyons: Emergence, Reduction, and Explanatory Fictions.Elay Shech - 2019 - Erkenntnis 84 (3):585-615.
    Various claims regarding intertheoretic reduction, weak and strong notions of emergence, and explanatory fictions have been made in the context of first-order thermodynamic phase transitions. By appealing to John Norton’s recent distinction between approximation and idealization, I argue that the case study of anyons and fractional statistics, which has received little attention in the philosophy of science literature, is more hospitable to such claims. In doing so, I also identify three novel roles that explanatory fictions fulfill in science. Furthermore, I (...)
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  • Discovering Brain Mechanisms Using Network Analysis and Causal Modeling.Matteo Colombo & Naftali Weinberger - 2018 - Minds and Machines 28 (2):265-286.
    Mechanist philosophers have examined several strategies scientists use for discovering causal mechanisms in neuroscience. Findings about the anatomical organization of the brain play a central role in several such strategies. Little attention has been paid, however, to the use of network analysis and causal modeling techniques for mechanism discovery. In particular, mechanist philosophers have not explored whether and how these strategies incorporate information about the anatomical organization of the brain. This paper clarifies these issues in the light of the distinction (...)
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  • Why is the transference theory of causation insuffcient? The challenge of the Aharonov-Bohm effect.Vincent Ardourel & Alexandre Guay - 2018 - Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics 63:12-23.
    The transference theory reduces causation to the transmission of physical conserved quantities, like energy or momenta. Although this theory aims at applying to all felds of physics, we claim that it fails to account for a quantum electrodynamic effect, viz. the Aharonov-Bohm effect. After having argued that the Aharonov-Bohm effect is a genuine counter-example for the transference theory, we offer a new physicalist approach of causation, ontic and modal, in which this effect is embedded.
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  • No revolution necessary: Neural mechanisms for economics.Carl F. Craver - 2008 - Economics and Philosophy 24 (3):381-406.
    We argue that neuroeconomics should be a mechanistic science. We defend this view as preferable both to a revolutionary perspective, according to which classical economics is eliminated in favour of neuroeconomics, and to a classical economic perspective, according to which economics is insulated from facts about psychology and neuroscience. We argue that, like other mechanistic sciences, neuroeconomics will earn its keep to the extent that it either reconfigures how economists think about decision-making or how neuroscientists think about brain mechanisms underlying (...)
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  • There May Yet be Non-causal Explanations.Finnur Dellsén - 2016 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 47 (2):377-384.
    There are many putative counterexamples to the view that all scientific explanations are causal explanations. Using a new theory of what it is to be a causal explanation, Bradford Skow has recently argued that several of the putative counterexamples fail to be non-causal. This paper defends some of the counterexamples by showing how Skow’s argument relies on an overly permissive theory of causal explanations.
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  • Towards a Knowledge-Based Account of Understanding.Christoph9 Kelp - 2016 - In Stephen Robert Grimm, Christoph Baumberger & Sabine Ammon (eds.), Explaining Understanding: New Perspectives From Epistemology and Philosophy of Science. London: Routledge.
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  • Causal Realism: Events and Processes.Anjan Chakravartty - 2005 - Erkenntnis 63 (1):7-31.
    Minimally, causal realism (as understood here) is the view that accounts of causation in terms of mere, regular or probabilistic conjunction are unsatisfactory, and that causal phenomena are correctly associated with some form of de re necessity. Classic arguments, however, some of which date back to Sextus Empiricus and have appeared many times since, including famously in Russell, suggest that the very notion of causal realism is incoherent. In this paper I argue that if such objections seem compelling, it is (...)
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  • (1 other version)Re-reconciling the Epistemic and Ontic Views of Explanation.Benjamin Sheredos - 2016 - Erkenntnis 81 (5):919-949.
    Recent attempts to reconcile the ontic and epistemic approaches to explanation propose that our best explanations simply fulfill epistemic and ontic norms simultaneously. I aim to upset this armistice. Epistemic norms of attaining general and systematic explanations are, I argue, autonomous of ontic norms: they cannot be fulfilled simultaneously or in simple conjunction with ontic norms, and plausibly have priority over them. One result is that central arguments put forth by ontic theorists against epistemic theorists are revealed as not only (...)
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  • Causal Relations and Explanatory Strategies in Physics.Andrew Wayne - 2015 - International Studies in the Philosophy of Science 29 (1):75-89.
    Many philosophers now regard causal approaches to explanation as highly promising, even in physics. This is due in large part to James Woodward's influential argument that a wide variety of scientific explanations are causal, based on his interventionist approach to causation. This article argues that some derivations describing causal relations and satisfying Woodward's criteria for causal explanation fail to be explanatory. Further, causal relations are unnecessary for a range of explanations, widespread in physics, involving highly idealized models. These constitute significant (...)
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  • Characterizing common cause closedness of quantum probability theories.Yuichiro Kitajima & Miklós Rédei - 2015 - Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics 52 (B):234-241.
    We prove new results on common cause closedness of quantum probability spaces, where by a quantum probability space is meant the projection lattice of a non-commutative von Neumann algebra together with a countably additive probability measure on the lattice. Common cause closedness is the feature that for every correlation between a pair of commuting projections there exists in the lattice a third projection commuting with both of the correlated projections and which is a Reichenbachian common cause of the correlation. The (...)
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  • Eschewing Entities: Outlining a Biology Based Form of Structural Realism.Steven French - 2013 - In Vassilios Karakostas & Dennis Dieks (eds.), EPSA11 Perspectives and Foundational Problems in Philosophy of Science. Cham: Springer. pp. 371--381.
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  • Measuring the plausibility of explanatory hypotheses.James A. Reggia - 1989 - Behavioral and Brain Sciences 12 (3):486-487.
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  • Inference to the best explanation is basic.John R. Josephson - 1989 - Behavioral and Brain Sciences 12 (3):477-478.
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  • Wesley C. Salmon versus GWF Hegel on Causation, Principle of Common Cause and Theoretical Explanation.Igor Hanzel - 2011 - Organon F: Medzinárodný Časopis Pre Analytickú Filozofiu 18 (2):189-212.
    The aim of this article is to analyze the main contributions of Wesley C. Salmon to the philosophy of science, that is, his concepts of causation, common cause, and theoretical explanation, and to provide a critique of them. This critique will be based on a comparison of Salmon’s concepts with categories developed by Hegel in his Science of Logic and which can be applied to issues treated by Salmon by means of the above given three concepts. It is the author’s (...)
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  • Propensities, correlations, and metaphysics.Michael Redhead - 1992 - Foundations of Physics 22 (3):381-394.
    An attempt is made to defend realism and the absence of space-like causation in quantum mechanics, by invoking indeterminism and a new necessary condition for stochastic causality, we term robustness. This condition is defended against recent critical attacks by Cartwright and Jones, and by Healey, and the violation of the robustness condition in Bell-type correlation experiments is shown to follow if an appropriate interpretation of the state vector is employed.
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  • Moving Beyond Causes: Optimality Models and Scientific Explanation.Collin Rice - 2013 - Noûs 49 (3):589-615.
    A prominent approach to scientific explanation and modeling claims that for a model to provide an explanation it must accurately represent at least some of the actual causes in the event's causal history. In this paper, I argue that many optimality explanations present a serious challenge to this causal approach. I contend that many optimality models provide highly idealized equilibrium explanations that do not accurately represent the causes of their target system. Furthermore, in many contexts, it is in virtue of (...)
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  • (1 other version)The Indirect Practical Functions of Explanations.Erik Weber - 1993 - Philosophica 51.
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  • (1 other version)Psa 2012.-Preprint Volume- - unknown
    These preprints were automatically compiled into a PDF from the collection of papers deposited in PhilSci-Archive in conjunction with the PSA 2012.
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  • (1 other version)Causation, Unification, and the Adequacy of Explanations of Facts.Jeroen van Bouwel - 2009 - Theoria: Revista de Teoría, Historia y Fundamentos de la Ciencia 24 (3):301-320.
    Pluralism with respect to the structure of explanations of facts is not uncommon. Wesley Salmon, for instance, distinguished two types of explanation: causal explanations (which provide insight in the causes of the fact we want to explain) and unification explanations (which fit the explanandum into a unified world view). The pluralism which Salmon and others have defended is compatible with several positions about the exact relation between these two types of explanations. We distinguish four such positions, and argue in favour (...)
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