Identifying Signs and Symptoms of Urinary Tract Infection from Emergency Department Clinical Notes Using Large Language Models

Ali NematiOct 20, 202324 sec read20 views

Researchers used Prodigy, a scriptable annotation tool, to efficiently identify signs of urinary tract infections in clinical notes using large language models. This approach enhances the accuracy and speed of diagnosing UTIs through natural language processing, offering significant benefits for healthcare providers and content creators working with medical data.

Read the full article at Explosion

This is a brief trending article summary.

Want to create content about this topic? Use Nemati AI tools to generate articles, social posts, and more.

Comments

To Reason or Not to: Selective Chain-of-Thought in Medical Question Answering

Researchers introduced Selective Chain-of-Thought (Selective CoT), an inference strategy that reduces unnecessary reasoning in large language models f...Researchers introduced Selective Chain-of-Thought (Selective CoT), an inference strategy that reduces unnecessary reasoning in large language models for medical question answering, thereby improving efficiency without significantly compromising accur...

Ali Nemati

AI & Machine LearningFeb 2325 sec read

CUICurate: A GraphRAG-based Framework for Automated Clinical Concept Curation for NLP applications

CUICurate is a new GraphRAG framework announced for automating UMLS concept set curation in clinical NLP applications, reducing manual effort by integ...CUICurate is a new GraphRAG framework announced for automating UMLS concept set curation in clinical NLP applications, reducing manual effort by integrating graph-based retrieval with large language model reasoning. This tool significantly enhances t...

Ali Nemati

AI & Machine Learning23 hours ago24 sec read

What Happens When You Put "n" Billion Weights in Your RAM

The article discusses the technical aspects of running large language models locally, focusing on memory usage and computational requirements. It high...The article discusses the technical aspects of running large language models locally, focusing on memory usage and computational requirements. It highlights the shift from viewing AI as a distant service to understanding its internal workings firstha...

Ali Nemati

AI & Machine Learning1 day ago26 sec read

How to Run LLMs Locally on Your iPhone in 2026 (Completely Offline, No Subscription)

Off Grid is an open-source app that allows users to run large language models directly on their iPhone without internet connection after initial downl...Off Grid is an open-source app that allows users to run large language models directly on their iPhone without internet connection after initial download. This development leverages Apple's powerful Neural Engine and Metal framework for efficient loc...

Ali Nemati

AI & Machine Learning1 day ago28 sec read

Memory Scaffolding Shapes LLM Inference: How Persistent Context Changes What AI Builds

The article demonstrates how persistent memory scaffolding significantly alters Large Language Model (LLM) outputs and reasoning processes, even when ...The article demonstrates how persistent memory scaffolding significantly alters Large Language Model (LLM) outputs and reasoning processes, even when using identical prompts and models. This technique injects context that shapes architectural density...

Ali Nemati

Identifying Signs and Symptoms of Urinary Tract Infection from Emergency Department Clinical Notes Using Large Language Models

Related Articles

To Reason or Not to: Selective Chain-of-Thought in Medical Question Answering

CUICurate: A GraphRAG-based Framework for Automated Clinical Concept Curation for NLP applications

What Happens When You Put "n" Billion Weights in Your RAM

How to Run LLMs Locally on Your iPhone in 2026 (Completely Offline, No Subscription)

Memory Scaffolding Shapes LLM Inference: How Persistent Context Changes What AI Builds