AI-based modality-agnostic classification system for vascular calcifications.

A moderate correlation was observed between total microcalcification count and runtime (Pearson r = 0.87), though this did not reach statistical significance ( p = 0.056), suggesting a possible trend where larger particle counts may increase processing time.

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Additionally, a moderate negative correlation was observed between the ratio of lipidic calcifications to total calcification volume and amount of clustered microcalcifications (Pearson r = − 0.575; Spearman r = − 0.8), indicating a potential trend where samples with greater atherosclerotic involvement show lower clustered calcification, though this relationship did not reach statistical significance.

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