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Development and validation of an interpretable delta radiomics-based model for predicting invasive ground-glass nodules in lung adenocarcinoma: a retrospective cohort study.

Tingjia XueLin ZhuYali TaoXiaodan YeXiao-Dan Ye
Published in: Quantitative imaging in medicine and surgery (2024)
The delta radiomics-based model proved to be a helpful tool for predicting the invasiveness of GGNs in lung adenocarcinoma. This approach offers a precise, noninvasive alternative in informing clinical decision-making. Additionally, SHAP provided insightful and user-friendly interpretations and visualizations of the model, enhancing its clinical applicability.
Keyphrases
  • decision making
  • lymph node metastasis
  • magnetic resonance
  • contrast enhanced