Towards Responsible Multimodal Medical Reasoning via Context-Aligned Vision-Language Models. - Sumra Khan; Sagar Chhabriya; Aizan Zafar; Sheeraz Arif; Amgad Muneer; Anas Zafar; Shaina Raza; Rizwan Qureshi (CoRR, 2026)