Philosophy of Science 83 (5):921-933 (2016)
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Abstract |
This paper examines the adequacy of causal graph theory as a tool for modeling biological phenomena and formalizing biological explanations. I point out that the causal graph approach reaches it limits when it comes to modeling biological phenomena that involve complex spatial and structural relations. Using a case study from molecular biology, DNA-binding and -recognition of proteins, I argue that causal graph models fail to adequately represent and explain causal phenomena in this field. The inadequacy of these models is due to their failure to include relevant spatial and structural information in a way that does not render the model non-explanatory, unmanageable, or inconsistent with basic assumptions of causal graph theory.
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Keywords | Causation Complexity |
Categories | (categorize this paper) |
Reprint years | 2014, 2016 |
DOI | 10.1086/687875 |
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References found in this work BETA
Making Things Happen: A Theory of Causal Explanation.James Woodward - 2003 - Oxford University Press.
Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference.Judea Pearl - 1988 - Morgan Kaufmann.
Making Things Happen. A Theory of Causal Explanation.Michael Strevens - 2007 - Philosophy and Phenomenological Research 74 (1):233-249.
Causality: Models, Reasoning and Inference.Judea Pearl - 2000 - Tijdschrift Voor Filosofie 64 (1):201-202.
View all 18 references / Add more references
Citations of this work BETA
Establishing Causal Claims in Medicine.Jon Williamson - 2019 - International Studies in the Philosophy of Science 32 (1):33-61.
Binding Specificity and Causal Selection in Drug Design.Oliver M. Lean - 2020 - Philosophy of Science 87 (1):70-90.
Intervening Into Mechanisms: Prospects and Challenges.Lena Kästner & Lise Marie Andersen - 2018 - Philosophy Compass 13 (11):e12546.
On the Incompatibility of Dynamical Biological Mechanisms and Causal Graphs.Marcel Weber - 2016 - Philosophy of Science 83 (5):959-971.
A Causal Bayes Net Analysis of Glennan’s Mechanistic Account of Higher-Level Causation.Alexander Gebharter - 2022 - British Journal for the Philosophy of Science 73 (1).
View all 6 citations / Add more citations
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