GPT-5 Medical AI Breakthroughs: Mastering Calculations, Confronting Bias & EHR Challenges

2 days ago 高效码农

From GPT-4 to GPT-5: Advancements and Challenges in Medical AI Introduction The rapid evolution of artificial intelligence (AI) has transformed healthcare, with large language models (LLMs) like GPT playing a pivotal role. A recent 2025 report by Stanford’s CRFM introduces MedHELM, a benchmark designed to evaluate AI’s medical capabilities. This article breaks down the key findings of GPT-5’s performance, highlighting its strengths, limitations, and implications for clinical practice. What is MedHELM? MedHELM is a comprehensive testing framework that evaluates AI models across eight critical medical tasks: Task Purpose Example MedCalc-Bench Numerical calculations Drug dosage, lab value analysis Medec Error detection …

Building Medical AI Assistants: Spring Boot MCP Server Integration Guide for Healthcare Innovation

2 months ago 高效码农

Building a Medical AI Assistant with Spring Boot: A Practical Guide to MCP Server Integration Overview: The Path to Intelligent Healthcare Systems Medical AI Assistant System Architecture In the era of rapid digital healthcare evolution, traditional medical systems are undergoing intelligent transformation. This guide provides a comprehensive walkthrough for building an MCP-compliant AI service core using Spring Boot, enabling natural language-driven medical information management. The open-source solution is available on GitHub (Project Repository) with one-click Docker deployment support. Technical Architecture Breakdown Core Component Relationships Component Functionality Technical Implementation MCP Client Natural Language Interface SeekChat/Claude etc. MCP Server Business Logic Processor …