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Scientific Explanation and the Causal Structure of the World

Princeton University Press (1984)

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  1. The Folk Probably Don’t Think What You Think They Think: Experiments on Causation by Absence.Jonathan Livengood & Edouard Machery - 2007 - Midwest Studies in Philosophy 31 (1):107–127.
    Folk theories—untutored people’s (often implicit) theories about various features of the world—have been fashionable objects of inquiry in psychology for almost two decades now (e.g., Hirschfeld and Gelman 1994), and more recently they have been of interest in experimental philosophy (Nichols 2004). Folk theories of psy- chology, physics, biology, and ethics have all come under investigation. Folk meta- physics, however, has not been as extensively studied. That so little is known about folk metaphysics is unfortunate for (at least) two reasons. (...)
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  • On the scope and limits of generalizations in the social sciences.Daniel Little - 1993 - Synthese 97 (2):183 - 207.
    This article disputes the common view that social science explanations depend on discovery of lawlike generalizations from which descriptions of social outcomes can be derived. It distinguishes between governing and phenomenal regularities, and argues that social regularities are phenomenal rather than governing. In place of nomological deductive arguments, the article maintains that social explanations depend on the discovery of causal mechanisms underlying various social processes. The metaphysical correlate of this argument is that there are no social kinds: types of social (...)
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  • Causal Explanation in the Social Sciences.Daniel Little - 1996 - Southern Journal of Philosophy 34 (S1):31-56.
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  • Explanatory efficiency: A framework for analyzing the dynamic properties of explanatory games.Jonas Lipski - 2023 - Synthese 201 (6):1-23.
    In this paper I will discuss the problem of evaluating dynamic properties of the procedural rules that govern science. I will propose a novel framework for evaluating dynamic properties of such rules. This framework is based upon an analogy from New Institutional Economics. I will argue that the concept of ‘adaptive efficiency’, as it has been developed by Douglass North, solves a problem in economics that is analogous to the problem of evaluating dynamic properties of the procedural rules that govern (...)
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  • Inference to the Best explanation.Peter Lipton - 2004 - In Martin Curd & Stathis Psillos (eds.), The Routledge Companion to Philosophy of Science. Routledge. pp. 193.
    Science depends on judgments of the bearing of evidence on theory. Scientists must judge whether an observation or the result of an experiment supports, disconfirms, or is simply irrelevant to a given hypothesis. Similarly, scientists may judge that, given all the available evidence, a hypothesis ought to be accepted as correct or nearly so, rejected as false, or neither. Occasionally, these evidential judgments can be made on deductive grounds. If an experimental result strictly contradicts a hypothesis, then the truth of (...)
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  • Three kinds of new mechanism.Arnon Levy - 2013 - Biology and Philosophy 28 (1):99-114.
    I distinguish three theses associated with the new mechanistic philosophy – concerning causation, explanation and scientific methodology. Advocates of each thesis are identified and relationships among them are outlined. I then look at some recent work on natural selection and mechanisms. There, attention to different kinds of New Mechanism significantly affects of what is at stake.
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  • Makes a Difference: Review of Michael Strevens’ Depth: An Account of Scientific Explanation. Harvard University Press, Cambridge, MA, 2008.Arnon Levy - 2011 - Biology and Philosophy 26 (3):459-467.
    Michael Strevens has produced an ambitious and comprehensive new account of scientific explanation. This review discusses its main themes, focusing on regularity explanation and a number of methodological concerns.
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  • Explanatory coherence in neural networks?Daniel S. Levine - 1989 - Behavioral and Brain Sciences 12 (3):479-479.
  • The Structure of Scientific Theories, Explanation, and Unification. A Causal–Structural Account.Bert Leuridan - 2014 - British Journal for the Philosophy of Science 65 (4):717-771.
    What are scientific theories and how should they be represented? In this article, I propose a causal–structural account, according to which scientific theories are to be represented as sets of interrelated causal and credal nets. In contrast with other accounts of scientific theories (such as Sneedian structuralism, Kitcher’s unificationist view, and Darden’s theory of theoretical components), this leaves room for causality to play a substantial role. As a result, an interesting account of explanation is provided, which sheds light on explanatory (...)
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  • Causation in AI and law.Jos Lehmann, Joost Breuker & Bob Brouwer - 2004 - Artificial Intelligence and Law 12 (4):279-315.
    Reasoning about causation in fact is an essential element of attributing legal responsibility. Therefore, the automation of the attribution of legal responsibility requires a modelling effort aimed at the following: a thorough understanding of the relation between the legal concepts of responsibility and of causation in fact; a thorough understanding of the relation between causation in fact and the common sense concept of causation; and, finally, the specification of an ontology of the concepts that are minimally required for (automatic) common (...)
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  • Levels of reasons why and answers to why questions.Insa Lawler - 2019 - Philosophy of Science 86 (1):168-177.
    According to Skow (2016, 2017), correct answers to why-questions only cite causes or grounds, but not non-accidental regularities. Accounts that cite non-accidental regularities typically confuse second-level reasons with first-level reasons. Only causes and grounds are first-level reasons why. Non-accidental regularities are second-level reasons why. I first show that Skow's arguments for the accusation of confusion depend on the independent thesis that only citations of first-level reasons why are (parts of) answers to why-questions. Then, I argue that this thesis is false. (...)
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  • What Makes a Scientific Explanation Distinctively Mathematical?Marc Lange - 2013 - British Journal for the Philosophy of Science 64 (3):485-511.
    Certain scientific explanations of physical facts have recently been characterized as distinctively mathematical –that is, as mathematical in a different way from ordinary explanations that employ mathematics. This article identifies what it is that makes some scientific explanations distinctively mathematical and how such explanations work. These explanations are non-causal, but this does not mean that they fail to cite the explanandum’s causes, that they abstract away from detailed causal histories, or that they cite no natural laws. Rather, in these explanations, (...)
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  • The moral trial: on ethics and economics.Alessandro Lanteri - 2008 - Erasmus Journal for Philosophy and Economics 1 (1):188.
  • How Can Instantaneous Velocity Fulfill Its Causal Role?Marc Lange - 2005 - Philosophical Review 114 (4):433-468.
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  • How can instantaneous velocity fulfill its causal role?Marc Lange - 2005 - Philosophical Review 114 (4):433-468.
  • Epistemology of causal inference in pharmacology: Towards a framework for the assessment of harms.Juergen Landes, Barbara Osimani & Roland Poellinger - 2018 - European Journal for Philosophy of Science 8 (1):3-49.
    Philosophical discussions on causal inference in medicine are stuck in dyadic camps, each defending one kind of evidence or method rather than another as best support for causal hypotheses. Whereas Evidence Based Medicine advocates the use of Randomised Controlled Trials and systematic reviews of RCTs as gold standard, philosophers of science emphasise the importance of mechanisms and their distinctive informational contribution to causal inference and assessment. Some have suggested the adoption of a pluralistic approach to causal inference, and an inductive (...)
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  • Can There be A Priori Causal Models of Natural Selection?Marc Lange & Alexander Rosenberg - 2011 - Australasian Journal of Philosophy 89 (4):591-599.
    Sober 2011 argues that, contrary to Hume, some causal statements can be known a priori to be true—notably, some ‘would promote’ statements figuring in causal models of natural selection. We find Sober's argument unconvincing. We regard the Humean thesis as denying that causal explanations contain any a priori knowable statements specifying certain features of events to be causally relevant. We argue that not every ‘would promote’ statement is genuinely causal, and we suggest that Sober has not shown that his examples (...)
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  • Asymmetry as a challenge to counterfactual accounts of non-causal explanation.Marc Lange - 2019 - Synthese 198 (4):3893-3918.
    This paper examines some recent attempts that use counterfactuals to understand the asymmetry of non-causal scientific explanations. These attempts recognize that even when there is explanatory asymmetry, there may be symmetry in counterfactual dependence. Therefore, something more than mere counterfactual dependence is needed to account for explanatory asymmetry. Whether that further ingredient, even if applicable to causal explanation, can fit non-causal explanation is the challenge that explanatory asymmetry poses for counterfactual accounts of non-causal explanation. This paper argues that several recent (...)
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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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  • Explanation and mental causation.Jennifer Lackey - 2002 - Southern Journal of Philosophy 40 (3):375-393.
  • Contrastive statistical explanation and causal heterogeneity.Jaakko Kuorikoski - 2012 - European Journal for Philosophy of Science 2 (3):435-452.
    Probabilistic phenomena are often perceived as being problematic targets for contrastive explanation. It is usually thought that the possibility of contrastive explanation hinges on whether or not the probabilistic behaviour is irreducibly indeterministic, and that the possible remaining contrastive explananda are token event probabilities or complete probability distributions over such token outcomes. This paper uses the invariance-under-interventions account of contrastive explanation to argue against both ideas. First, the problem of contrastive explanation also arises in cases in which the probabilistic behaviour (...)
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  • The New Mechanical Philosophy: by Stuart Glennan, Oxford, Oxford University Press, 2017, xii + 266 pp., ISBN 9780198779711, £30.00, US$40.95.Lena Kästner - 2019 - International Studies in the Philosophy of Science 32 (1):69-72.
    Volume 32, Issue 1, March 2019, Page 69-72.
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  • Saving the mutual manipulability account of constitutive relevance.Beate Krickel - 2018 - Studies in History and Philosophy of Science Part A 68:58-67.
    Constitutive mechanistic explanations are said to refer to mechanisms that constitute the phenomenon-to-be-explained. The most prominent approach of how to understand this constitution relation is Carl Craver’s mutual manipulability approach to constitutive relevance. Recently, the mutual manipulability approach has come under attack (Leuridan 2012; Baumgartner and Gebharter 2015; Romero 2015; Harinen 2014; Casini and Baumgartner 2016). Roughly, it is argued that this approach is inconsistent because it is spelled out in terms of interventionism (which is an approach to causation), whereas (...)
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  • Against Interpretability: a Critical Examination of the Interpretability Problem in Machine Learning.Maya Krishnan - 2020 - Philosophy and Technology 33 (3):487-502.
    The usefulness of machine learning algorithms has led to their widespread adoption prior to the development of a conceptual framework for making sense of them. One common response to this situation is to say that machine learning suffers from a “black box problem.” That is, machine learning algorithms are “opaque” to human users, failing to be “interpretable” or “explicable” in terms that would render categorization procedures “understandable.” The purpose of this paper is to challenge the widespread agreement about the existence (...)
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  • Hegel's critique of pure mechanism and the philosophical appeal of the logic project.James Kreines - 2004 - European Journal of Philosophy 12 (1):38–74.
    I undertake here the challenges of clarifying and defending Hegel’s mechanism argument, and showing how it throws some much-needed light on the nature and philosophical appeal of the Logic project. I will argue that the key to all this is Hegel’s focus on a philosophical problem concerning explanation itself. Unfortunately, this problem can easily be obscured from us by contemporary tastes and assumptions. In particular, where Hegel discusses mechanism and teleology, we must not read him as if he meant to (...)
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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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  • 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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  • The Directionality of Topological Explanations.Daniel Kostić & Kareem Khalifa - 2021 - Synthese (5-6):14143-14165.
    Proponents of ontic conceptions of explanation require all explanations to be backed by causal, constitutive, or similar relations. Among their justifications is that only ontic conceptions can do justice to the ‘directionality’ of explanation, i.e., the requirement that if X explains Y , then not-Y does not explain not-X . Using topological explanations as an illustration, we argue that non-ontic conceptions of explanation have ample resources for securing the directionality of explanations. The different ways in which neuroscientists rely on multiplexes (...)
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  • Discussion. In search of the philosopher's stone: remarks on Humphreys and Freedman's critique of causal discovery.K. Korb - 1997 - British Journal for the Philosophy of Science 48 (4):543-553.
  • In search of the philosopher's stone: Remarks on Humphreys and Freedman's critique of causal discovery.Kevin B. Korb & Chris S. Wallace - 1997 - British Journal for the Philosophy of Science 48 (4):543-553.
  • Explanation and its problems. [REVIEW]Noretta Koertge - 1992 - British Journal for the Philosophy of Science 43 (1):85-98.
  • An ideal solution to disputes about multiply realized kinds.Colin Klein - 2008 - Philosophical Studies 140 (2):161 - 177.
    Multiply realizable kinds are scientifically problematic, for it appears that we should not expect discoveries about them to hold of other members of that kind. As such, it looks like MR kinds should have no place in the ontology of the special sciences. Many resist this conclusion, however, because we lack a positive account of the role that certain realization-unrestricted terms play in special science explanations. I argue that many such terms actually pick out idealizing models. Idealizing explanation has many (...)
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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.
  • 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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  • Reducing causality to transmission.Max Kistler - 1998 - Erkenntnis 48 (1):1-25.
    The idea that causation can be reduced to transmission of an amount of some conserved quantity between events is spelled out and defended against important objections. Transmission is understood as a symmetrical relation of copresence in two distinct events. The actual asymmetry of causality has its origin in the asymmetrical character of certain irreversible physical processes and then spreads through the causal net. This conception is compatible with the possibility of backwards causation and with a causal theory of time. Genidentity, (...)
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  • Physics' Contribution to Causation.Max Kistler - 2020 - Kriterion - Journal of Philosophy (AO):21-46.
    Most philosophers of physics are eliminativists about causation. Following Bertrand Russell’s lead, they think that causation is a folk concept that cannot be rationally reconstructed within a worldview informed by contemporary physics. Against this thesis, I argue that physics contributes to shaping the concept of causation, in two ways. 1. Special Relativity is a physical theory that expresses causal constraints. 2. The physical concept of a conserved quantity can be used in the functional reduction of the notion of causation. The (...)
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  • Physics’ Contribution to Causation.Max Kistler - 2021 - Kriterion - Journal of Philosophy 35 (1):21-46.
    Most philosophers of physics are eliminativists about causation. Following Bertrand Russell’s lead, they think that causation is a folk concept that cannot be rationally reconstructed within a worldview informed by contemporary physics. Against this thesis, I argue that physics contributes to shaping the concept of causation, in two ways. (1) Special Relativity is a physical theory that expresses causal constraints. (2) The physical concept of a conserved quantity can be used in the functional reduction of the notion of causation. The (...)
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  • Explanations and candidate explanations in physics.Martin King - 2020 - European Journal for Philosophy of Science 10 (1):1-17.
    There has been a growing trend to include non-causal models in accounts of scientific explanation. A worry addressed in this paper is that without a higher threshold for explanation there are no tools for distinguishing between models that provide genuine explanations and those that provide merely potential explanations. To remedy this, a condition is introduced that extends a veridicality requirement to models that are empirically underdetermined, highly-idealised, or otherwise non-causal. This condition is applied to models of electroweak symmetry breaking beyond (...)
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  • Physical process theories and token-probabilistic causation.S. Kim - 2001 - Erkenntnis 54 (2):235-245.
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  • Extrapolation of causal effects – hopes, assumptions, and the extrapolator’s circle.Donal Khosrowi - 2019 - Journal of Economic Methodology 26 (1):45-58.
    I consider recent strategies proposed by econometricians for extrapolating causal effects from experimental to target populations. I argue that these strategies fall prey to the extrapolator’s circle: they require so much knowledge about the target population that the causal effects to be extrapolated can be identified from information about the target alone. I then consider comparative process tracing as a potential remedy. Although specifically designed to evade the extrapolator’s circle, I argue that CPT is unlikely to facilitate extrapolation in typical (...)
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  • Understanding, Knowledge, and Scientific Antirealism.Kareem Khalifa - 2011 - Grazer Philosophische Studien 83 (1):93-112.
    Epistemologists have recently debated whether understanding is a species of knowledge. However, because they have offered little in the way of a detailed analysis of understanding, they lack the resources to resolve this issue. In this paper, I propose that S understands why p if and only if S has the non-Gettierised true belief that p, and for some proposition q, S has the non-Gettierised true belief that q is the best available explanation of p, S can correctly explain p (...)
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  • Is understanding explanatory or objectual?Kareem Khalifa - 2013 - Synthese 190 (6):1153-1171.
    Jonathan Kvanvig has argued that “objectual” understanding, i.e. the understanding we have of a large body of information, cannot be reduced to explanatory concepts. In this paper, I show that Kvanvig fails to establish this point, and then propose a framework for reducing objectual understanding to explanatory understanding.
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  • Counterfactuals and Explanatory Pluralism.Kareem Khalifa, Gabriel Doble & Jared Millson - 2018 - British Journal for the Philosophy of Science 71 (4):1439-1460.
    Recent literature on non-causal explanation raises the question as to whether explanatory monism, the thesis that all explanations submit to the same analysis, is true. The leading monist proposal holds that all explanations support change-relating counterfactuals. We provide several objections to this monist position. 1Introduction2Change-Relating Monism's Three Problems3Dependency and Monism: Unhappy Together4Another Challenge: Counterfactual Incidentalism4.1High-grade necessity4.2Unity in diversity5Conclusion.
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  • Explanatoriness: Cause versus Craig.Jukka Keränen & Wesley Salmon - 2005 - Synthese 143 (1-2):125 - 147.
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  • Understanding phenomena.Christoph Kelp - 2015 - Synthese 192 (12):3799-3816.
    The literature on the nature of understanding can be divided into two broad camps. Explanationists believe that it is knowledge of explanations that is key to understanding. In contrast, their manipulationist rivals maintain that understanding essentially involves an ability to manipulate certain representations. The aim of this paper is to provide a novel knowledge based account of understanding. More specifically, it proposes an account of maximal understanding of a given phenomenon in terms of fully comprehensive and maximally well-connected knowledge of (...)
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  • Inquiry, knowledge and understanding.Christoph Kelp - 2018 - Synthese 198 (Suppl 7):1583-1593.
    This paper connects two important debates in epistemology—to wit, on the goal of inquiry and on the nature of understanding—and offers a unified knowledge-based account of both.
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  • A disease by any other name: Musings on the concept of a genetic disease.Kelly C. Smith - 2001 - Medicine, Health Care and Philosophy 4 (1):19-30.
    What exactly is a genetic disease? For a phrase one hears on a daily basis, there has been surprisingly little analysis of the underlying concept. Medical doctors seem perfectly willing to admit that the etiology of disease is typically complex, with a great many factors interacting to bring about a given condition. On such a view, descriptions of diseases like cancer as geneticseem at best highly simplistic, and at worst philosophically indefensible. On the other hand, there is clearly some practical (...)
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  • Thought Experiments and The Pragmatic Nature of Explanation.Panagiotis Karadimas - forthcoming - Foundations of Science:1-24.
    Different why-questions emerge under different contexts and require different information in order to be addressed. Hence a relevance relation can hardly be invariant across contexts. However, what is indeed common under any possible context is that all explananda require scientific information in order to be explained. So no scientific information is in principle explanatorily irrelevant, it only becomes so under certain contexts. In view of this, scientific thought experiments can offer explanations, should we analyze their representational strategies. Their representations involve (...)
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  • Revising the concept of lawhood: special sciences and natural kinds.Amir Eshan Karbasizadeh - 2008 - Synthese 162 (1):15-30.
    The Kripkean conception of natural kinds (kinds are defined by essences that are intrinsic to their members and that lie at the microphysical level) indirectly finds support in a certain conception of a law of nature, according to which generalizations must have unlimited scope and be exceptionless to count as laws of nature. On my view, the kinds that constitute the subject matter of special sciences such as biology may very well turn out to be natural despite the fact that (...)
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  • Moving parts: the natural alliance between dynamical and mechanistic modeling approaches.David Michael Kaplan - 2015 - Biology and Philosophy 30 (6):757-786.
    Recently, it has been provocatively claimed that dynamical modeling approaches signal the emergence of a new explanatory framework distinct from that of mechanistic explanation. This paper rejects this proposal and argues that dynamical explanations are fully compatible with, even naturally construed as, instances of mechanistic explanations. Specifically, it is argued that the mathematical framework of dynamics provides a powerful descriptive scheme for revealing temporal features of activities in mechanisms and plays an explanatory role to the extent it is deployed for (...)
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