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@data.yt Sep 26, 2026, 8:18 AM

"Mediators, confounders, colliders – a crash course in causal inference", by @florianhartig.bsky.social (2019): theoreticalecology.wordpress.com/2019/04/14/m... 🧵

#policy #intervention #graphs #causality #causalInference #stats #statistics #counterFactuals #probabilities #ecology #confounding

Confounding: Smoking is upstream of Exercise and Lung cancer
Mediation: Immune function sits in between Exercise and Lung cancer

from Florian Hartig at https://theoreticalecology.wordpress.com/2019/04/14/mediators-confounders-colliders-a-crash-course-in-causal-inference/

@mapjournals.bsky.social Sep 14, 2026, 1:06 PM

#KER
Strongly complete axiomatizations for indeterministic causal models reveal that parenthood and direct cause diverge unlike deterministic frameworks.
Details: https://www.maxapress.com/article/doi/10.48130/ker-0026-0005
#CausalReasoning #Counterfactuals