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It is based on the idea of combining probability trees (Shafer [1996]) with interventions (Pearl [2000]) for predicting the behavior of a manipulated system with multiple causal hypotheses.
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Longitudinal studies spanning multiple decades are invaluable in addressing causal hypotheses and moderating effects [ 44].
Comparisons within and between monozygotic and dizygotic twin pairs, further powered by multiple assessments, provide information about genetic and environmental contributions to developmental associations, and enable stronger tests of causal hypotheses, than do comparisons involving unrelated children.
Probability trees can encode alternative causal realizations, and in particular alternative causal hypotheses (Shafer [1996]).
This is precisely how we model competing causal hypotheses. .
This is precisely how we model competing causal hypotheses.
Both the interventions and the constraints on the causal hypotheses introduce statistical asymmetries that permit the extraction of causal information.
Testing causal hypotheses and theories requires that alternative explanations of test predictions can be ruled out.
Axhausen applied SEM to causal hypotheses linking car ownership, season ticket ownership, and modal usage [33].
The Faithfulness Condition implies that the causal influences of one variable on another along multiple causal routes does not 'cancel'cancel
We summarize results of commonly tested hypotheses about the etiology of PTSD and depression comorbidity, including (1) causal hypotheses, (2) common factor hypotheses, and (3) potential confounds.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com