Code, prompts, exemplar IDs, per-sample predictions, metadata-control outputs, statistical scripts, and manuscript source for auditing metadata reliance in Gemini-family vision-language models for CT lung nodule malignancy prediction, benchmarked against supervised deep-learning baselines.