Revolutionizing oncology care: pioneering AI models to foresee pneumonia-related mortality.

Front Oncol · 2025 · PMC11961870 · PMID 40177245

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a clear trendno p-value reported

However, the SHAP summary plot does not reveal a clear trend in how this feature affects survival, reflecting the complex relationship between cancer staging and patient outcomes.

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a decreasing trendno p-value reported

Notably, all models demonstrated a decreasing trend in predictive performance over longer timeframes, with AUC values gradually declining from six months to three years.

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Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.