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Abstract Without knowing which compositional properties drive specific features, radiomics cannot move from empirical association toward mechanistic interpretation. This gap is particularly relevant in several metabolic bone diseases where collagen and water abnormalities contribute to skeletal fragility despite sometimes preserved bone mineral density.
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