A Reproducible Post-Valve-Replacement EHR Cohort for Comparative AI Studies.

Diagnostics (Basel) · 2026 · PMC12896665 · PMID 41681764

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a favorable trendno p-value reported

Corrected resampled t -tests confirm improved performance over the non-sequential Transformer, while the comparison with XGBoost indicates a favorable trend without conclusive evidence.

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did not reach statistical significanceno p-value reported

The corrected resampled t -test supports a statistically significant improvement over the aggregated-feature Transformer (for both AUROC and AUPRC), whereas SeqT’s numerically higher scores than XGBoost did not reach statistical significance in either metric.

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