The document discusses causal pluralism and proposes a "causal mosaic" approach to causal theory. It argues that causality cannot be reduced to a single concept but rather is made up of multiple concepts. These concepts address different scientific and philosophical problems and form a network or "mosaic" where each concept plays a specific role. The causal mosaic is dynamic and depends on scientific and philosophical perspectives. The document advocates a pluralistic approach that uses examples and counterexamples to build connections between concepts rather than seeking a single winning account of causation.
MARGINALIZATION (Different learners in Marginalized Group
The mosaic of causal theory
1. The mosaic of causal theory*
Federica Russo
Philosophy | Humanities | Amsterdam
russofederica.wordpress.com | @federicarusso
*Joint work with Phyllis Illari
2. Overview
Approaches to causality
Conceptual analysis, analysis of scientific practice
Causal pluralism
A plurality of pluralism
Fragmenting causal theory
How to build a causal mosaic
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5. How good are intuitions?
Exploit everyday intuitions to draw conclusions about the
metaphysics of causation from everyday or toy examples
Examples
The ‘Billy and Suzy’ episodes
The assassins
…
Some conclusions
There are two concepts of cause: production and dependence
Counterfactual accounts are seriously flawed
…
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6. Analysis of scientific practice
Growing
CitS / PSP / PI
Philosophical questions about causation (and other topics) are motivated by
methodological and practical problems in real science
Start from scientific practice to bottom up philosophy
Partly descriptive and partly normative
Examples
Causal assessment in medicine
Causal reasoning in quantitative social science
…
Some conclusions
Causal assessment has two evidential components: mechanisms and difference-
making
‘Variation’ (rather than regularity) guides causal reasoning
…
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8. Making sense of
a vast intellectual enterprise
Philosophical theorising about causes
Long history, ups and downs, harsh criticisms, dominant views, etc
Expansion of philosophical theorising about causes
Beyond physics, attention to the special sciences, and medicine
Attention for questions about use, besides traditional metaphysics,
epistemology, and semantics
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9. How many concepts? Many!
Causality
Polysemic, thick concept
Causal verbs
Pulling, pushing, binding, …
Causal methods
Tracking what varies with what
Understanding what produces what, and how, and when
Different sources of evidence
Evidence of difference making, of production
…
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14. 5 philosophical questions
Metaphysics
What is causality? What kind of things
are causes and effects?
Semantics
What does it mean that C causes E?
Epistemology
What notions guide causal reasoning?
How can we use C to explain E?
Methodology
How to establish whether C causes E?
Or how much of C causes E?
Use
What to do once we know that C
causes E?
5 scientific problems
Inference
Does C cause E? To what extent?
Prediction
What to expect if C does (not) cause
E?
Explanation
How does C cause or prevent E?
Control
What factors to hold fixed to study the
relation between C and E?
Reasoning
What considerations enter in
establishing whether / how / to what
extent C causes E?
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17. Inference, Prediction, Explanation,
Control, Reasoning
Causal Mosaic
Metaphysics, Semantics,
Epistemology, Methodology, Use
Necessary
and
sufficient Levels
Evidence
Probabilistic
causality
Counterfact
uals
Manipulatio
n
Invariance
Exogeneity
Simpson’s
Paradox
Process
Mechanism
Information
Dispositions
Regularity
Variation
Action
Inference
Validity
Truth
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18. Unifying the fragments
into the ‘causal mosaic’
A (causal) mosaic is picture made of tiles
Each fragment has a role that
Is determined by the scientific challenge / philosophical question it
addresses
Stands in a relation with neighboring concepts
The causal mosaic is dynamic, partly depends on scientists’ /
philosophers’ perspectives
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20. The philosophical consequences of
causal pluralism
Use of examples and counterexamples
No winning concepts
Building networks of concepts
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21. Accounts of causality Counterexamples
Scope Relevant questions How many Found in the literature
All possible worlds. What does causation
logically mean?
One logically possible
example.
Witches casting spells;
Angels protecting glasses.
Worlds close to the actual
world.
What is causation
metaphysically?
One metaphysically possible
example.
World with reverse
temporal direction;
Salmon’s moving spot of
light.
This world. What is causation in this
world?
One or more real examples. Kinetic theory of gases /
quantum mechanics; Billy
and Suzy / bombing the
enemy town.
Some region in this world. What is causation in
biochemistry, or physics?
A few real examples in the
relevant domain.
Causality in protein
synthesis mechanisms.
Some region of this world at
some time.
What kind of causal
explanation can we give of
the economic crisis in 1929?
Can we give the same kind
of explanation of the
economic crisis now?
A few real examples in the
relevant domain at the
relevant time; Typical not
skewed examples.
Causality in the discovery of
protein synthesis. Causality
in systems biological
approaches to protein
synthesis.
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23. Pluralisms
Philosophical investigation of causality has at least two
main traditions
Conceptual analysis
Analysis of scientific practice
Analyses of scientific practices report a plurality of
pluralisms
In the methods, concepts, meanings, sources of evidence, …
Can we make (philosophical) sense of such pluralism?
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24. Liberalising philosophy of causality
Encompassing different questions, methods,
approaches
Beyond causality, relevant for neighbouring debates
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