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Essential Structure for Causal Models

Bibliographic Data

ID21293365
AuthorsJennifer Mcdonald (0000-0001-9830-9716, Columbia University, corresponding author)
Year2025
Volume103
Issue2
Pages293-315
Publication date2025-04-03
Open AccessNo
TypeARTICLE
VenueAustralasian Journal of Philosophy (JOURNAL)
Journal identifiersISSN: 0004-8402 • E-ISSN: 1470-6828
PublisherInforma UK Limited (PUBLISHER • GB)
DOI10.1080/00048402.2024.2410848
OpenAlexW4406294200
LanguageCA
Citations received1
References cited41

This paper introduces and defends a new principle for when a structural equation model is apt for analyzing actual causation. Any such analysis in terms of these models has two components: a recipe for reading claims of actual causation off an apt model, and an articulation of what makes a model apt. The primary focus in the literature has been on the first component. But the problem of structural isomorphs has made the second especially pressing (Hall Citation2007; Hitchcock Citation2007a). Those with realist sympathies have reason to resist the standard response to this problem, which introduces a normative parameter into the metaphysics (Hall Citation2007; Halpern and Hitchcock Citation2010, Citation2015; Halpern Citation2016a; Menzies Citation2017; Gallow Citation2021). However, the only alternative solution in the literature leaves central questions unanswered (Blanchard and Schaffer Citation2017). I propose an independently motivated aptness requirement, Evident Mediation, that provides the missing details and resolves the structural isomorph problem without need for a normative parameter

Causal model · Epistemology · Statistics · Bayesian Modeling and Causal Inference · Logic, Reasoning, and Knowledge · Mathematics · Philosophy

  • Making models up

    Open Access•Lily Hu•Philosophy and Phenomenological…•2025

  • Probabilistic Causality

    Open Access•Ellery Eells•Probabilistic Causality•1991

  • Causation

    Lisa A Paul, Ned Hall•Causation•2013

  • The Intransitivity of Causation Revealed in Equations and Graphs

    Christopher Hitchcock•The Journal of Philosophy•2001

  • Causation in biology

    Open Access•James Woodward•Biology & Philosophy•2010

  • Events as Property Exemplifications

    Jaegwon Kim•Action Theory•1976

  • Causation and Counterfactuals

    John Jr Collins, John Collins et al.•Causation and Counterfactuals•2004

  • Contemporary Debates in Philosophy of Science

    Open Access•Petri Ylikoski•Science & Technology Studies•2004

  • Causes and Explanations

    Joseph Y Halpern, Judea Pearl•The British Journal for the…•2005

  • A principled approach to defining actual causation

    Open Access•Sander Beckers, Joost Vennekens•Synthese•2018

  • Explanatory autonomy

    Open Access•James Woodward•Synthese•2021

  • The problem of variable choice

    Open Access•James Woodward•Synthese•2016

  • Conjoined cases

    Open Access•Tomasz Wysocki•Synthese•2023

  • Causal Models, Token Causation, and Processes

    Open Access•Peter Menzies•Philosophy of Science•2004

  • Prevention, Preemption, and the Principle of Sufficient Reason

    Christopher Hitchcock•The Philosophical Review•2007

  • A Model-Invariant Theory of Causation

    J Dmitri Gallow•The Philosophical Review•2021

  • Sensitive and Insensitive Causation

    James Woodward•The Philosophical Review•2006

  • A Tale of Two Effects

    Christopher Hitchcock•The Philosophical Review•2001

  • Causal Powers

    Eric Hiddleston•The British Journal for the…•2005

  • Graded Causation and Defaults

    Joseph Y Halpern, Christopher Hitchcock•The British Journal for the…•2015

  • Of Humean Bondage

    Christopher Hitchcock•The British Journal for the…•2003

  • The Metaphysics of Omissions

    Open Access•Sara Bernstein•Philosophy Compass•2015

Citations per year1
Citation span2025 - 2025 (1)
Highly citedNo

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