Wei-Yang Lin

Multicohort Evaluation of Acquisition Confounding in Single-Site Lung-CT Malignancy Classification with Frozen Foundation-Model Features.

The near-perfect in-site AUC is therefore most plausibly explained by acquisition-related confounding, which extends beyond reconstruction protocol to scanner model and age, and is not evidence of malignancy discrimination.