A new experimental design is introduced to discriminate model propositions.
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 A discrimination criterion is developed based on posterior model probabilities.
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 Predictions using BMA are less biased to represent future observation data.
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 Hierarchical BMA identifies highly probable model propositions.
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 Conceptual model uncertainty is significantly reduced.