*Summary of DoctorsAI Journal Club | May 2025* *Framework for Evaluating LLMs in Healthcare:* Dr. Vikranti Sailor presented a framework to assess clinical safety and hallucination rates of large language models (LLMs) for medical text summarization, emphasizing the risks of hallucinations and omissions in patient safety. The framework includes error taxonomy, experimental comparison, clinical safety risk assessment, and a graphical user interface for analysis. Significant improvements in reducing major errors were shown through structured prompts and iterative experiments. *AI in Combating Infectious Diseases:* Meghana Patil discussed the role and limitations of AI in managing infectious disease outbreaks. AI contributes in prediction, diagnostics, drug discovery, and vaccine development. Challenges include data privacy, model transparency, and the need for continuous updates. Integration of AI with human clinical judgment is essential. *Indian College of Artificial Intelligence in Medicine (ICAIM) Dean's Address:* The Indian College of Artificial Intelligence in Medicine aims to bridge clinical expertise with AI innovation. It fosters a global hub for nurturing innovation, ethics, and excellence. The college engages students and professionals through educational and mentoring platforms. Its goal is to prepare the medical community for the digital era and extend its influence globally. Join ICAIM today, explore your membership options at https://www.doctors-ai.org/icaim