BreastAI / InformaticsResearchTrainee

Multichannel deep learning MRI model predicts breast cancer axillary node metastasis, comparable to Node-RADS

Quantitative imaging in medicine and surgery3w ago

Multichannel deep learning MRI model predicted axillary lymph node metastasis with AUC 0.908 (95% CI 0.862-0.954) in external validation, comparable to Node-RADS (AUC 0.909, P=0.971).

  • The model remained stable across patient subgroups stratified by age, tumor size, and BI-RADS category.
  • Agreement between the AI model and Node-RADS was moderate (kappa = 0.523).

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