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A clinically practical machine learning nomogram for preoperative CLNM prediction in PTMC: tumor-capsule distance and D2-40 evidence.

Front Oncol · 2026 · PMC13253486 · PMID 42294268

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As shown in Figure 4A , the association pattern between BMI and CLNM was relatively complex: some patients with high BMI (>28) exhibited high SHAP values, but the overall data points were scattered and did not reach statistical significance.

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