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A multimodal deep learning model for predicting impending rupture in symptomatic abdominal aortic aneurysms using CTA and clinical data.

Front Cardiovasc Med · 2026 · PMC13095579 · PMID 42022533

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Although its higher AUC did not reach statistical significance versus baselines—likely due to limited sample size—the model excelled on emergency-relevant metrics: high NPV for safe rule-out, superior calibration, and greater net clinical benefit across risk thresholds in DCA.

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