Leveraging Artificial Intelligence to Proactively Reduce Medical Sentinel Events Executive Summary This is personal. I had a life-altering sentinel event that haunts me to this day. The neurologist made a mistake. A big mistake. He overprescribed a medication by nearly 200 times the recommended dosage. I am fortunate to be

AI represents a critical opportunity to address one of the most pressing moral challenges of our time: the fact that 4.5 billion people—nearly half of humanity—lack access to essential healthcare services.

Despite rapid adoption, a significant majority of AI models (81%) experience performance degradation when deployed in external datasets, with nearly a quarter (24%) showing substantial decreases and 12% experiencing complete failure.

MedGemma is Google DeepMind's groundbreaking collection of AI models specifically optimized for medical text and image comprehension. This is an executive summary covering the basics of this core part of medical AI.

Implementation, Function, and Perception in 2025 Executive Summary Electronic paper (ePaper) technology is poised to significantly transform the medical sector by offering display solutions that address critical healthcare needs related to communication, efficiency, and sustainability. This report provides an in-depth review of ePaper, detailing its fundamental principles, practical implementation across

So before we dive in let's look at the basics of ELSA. What is ELSA? ELSA is a large language model (LLM) powered AI tool designed to assist with reading, writing, and summarizing. It can summarize adverse drug events to support safety profile assessments, perform faster label comparisons,