Healthcare AI Insights

Sign in Subscribe

Dan Noyes

Dan Noyes

The Promise and Reality of AI in Global Health

The Promise and Reality of AI in Global Health

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.

Healthcare AI Validation: The Critical Gap in Post-Market Monitoring

Healthcare AI Validation: The Critical Gap in Post-Market Monitoring

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.

The MedGemma Model Courtesy of Google

MedGemma: Comprehensive Analysis

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.

A Comprehensive Review of ePaper in Medical Applications:

A Comprehensive Review of ePaper in Medical Applications:

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

Understanding NNT and NNH

Understanding NNT and NNH

Understanding the clinical metric and a transformative mindset: the Number Needed to Treat (NNT) and its companion, the Number Needed to Harm (NNH) and the implications for modern healthcare AI.

Clinical Concerns About ELSA

Clinical Concerns About ELSA

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,

Understanding ELSA

Understanding ELSA

ELSA is an internal generative AI tool developed by the FDA. Its primary objective is to enhance the efficiency and speed of regulatory processes by assisting FDA...