"Why Is There a Tumor?": Tell Me the Reason, Show Me the Evidence. - Mengmeng Ma 002; Tang Li 005; Yunxiang Peng; Lu Lin; Volkan Beylergil; Binsheng Zhao; Oguz Akin; Xi Peng 005 (ICML, 2025)