The authors argue that causality is domain-specific mechanistic narrative, so causal machine learning methods cannot, on their own, certify true causes outside narrow physical or engineered systems.
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"Cause" is Mechanistic Narrative within Scientific Domains: An Ordinary Language Philosophical Critique of "Causal Machine Learning"
The authors argue that causality is domain-specific mechanistic narrative, so causal machine learning methods cannot, on their own, certify true causes outside narrow physical or engineered systems.