Getting discharged from the hospital is a major milestone for patients - but sometimes, it's not the end of their road to recovery. Nearly 15% of hospital patients in the U.S. are readmitted within 30 days of their initial discharge, which is often associated with worse outcomes and higher costs for both patients and hospitals.
Researchers at NYU Langone Health, the academic medical center of New York University, have collaborated with NVIDIA experts to develop a large language model (LLM) that predicts a patient's risk of 30-day readmission, as well as other clinical outcomes.
Deployed in the healthcare system's six inpatient facilities, the NYUTron model - featured today in the scientific journal Nature - provides doctors with AI-driven insights that could help them identify patients in need of a clinical intervention to reduce the likelihood of readmission.
When you discharge a patient from the hospital, you don't expect them to need to return, or you probably should have kept them in the hospital longer, said Dr. Eric Oermann, assistant professor of radiology and neurosurgery at NYU Grossman School of Medicine and a lead collaborator on NYUTron. Using analysis from the AI model, we could soon empower clinicians to prevent or fix situations that put patients at a higher risk of readmission.
The model has so far been applied to more than 50,000 patient discharged in NYU's healthcare system, where it shares predictions of readmission risk with physicians via email notifications. Oermann's team is next planning a clinical trial to test whether interventions based on NYUTron's analyses reduce readmission rates.
Tackling the Threat of Rapid Readmission and More The U.S. government tracks 30-day readmission rates as an indicator of the quality of care hospitals are providing. Medical institutions with high rates are fined - a level of scrutiny that incentivizes hospitals to improve their discharge process.
There are plenty of reasons why a recently discharged patient may need to be readmitted to the hospital - among them, infection, overprescription of antibiotics, surgical drains that were removed too early. If these risk factors can be spotted earlier, doctors could intervene by adjusting treatment plans or monitoring patients in the hospital for longer.
While there have been computational models to predict patient readmission since the 1980s, we're treating this as a natural language processing task that requires a health system-scale corpus of clinical text, Oermann said. We trained our LLM on the unstructured data of electronic health records to see if it could capture insights that people haven't considered before.
NYUTron was pretrained on 10 years of health records from NYU Langone Health: more than 4 billion words of clinical notes representing nearly 400,000 patients. The model achieved an accuracy improvement of more than 10 percent over a state-of-the-art machine learning model to predict readmission.
Once the LLM was trained for the initial use case of 30-day readmission, the team was able to spin out four other predictive algorithms in around a week. These include predicting the length of a patient's hospital stay, the likelihood of in-hospital mortality, and the chances of a patient's insurance claims being denied.
Running a hospital is in some ways like managing a hotel, said Oermann. Insights that help hospitals operate more efficiently means more beds and better care for a greater number of patients.
Taking an LLM From Training to Deployment NYUTron is an LLM with hundreds of millions of parameters, trained using the NVIDIA NeMo Megatron framework on a large cluster of NVIDIA A100 Tensor Core GPUs.
Much of the conversation around language models right now is around gargantuan, general-purpose models with billions of parameters, trained on messy datasets using hundreds or thousands of GPUs, Oermann said. We're instead using medium-sized models trained on highly refined data to accomplish healthcare-specific tasks.
To optimize the model for inference in real-world hospitals, the team developed a modified version of the NVIDIA Triton open-source software for streamlined AI model deployment using the NVIDIA TensorRT software development kit.
To deploy a model like this in a live healthcare environment, it has to run efficiently, Oermann said. Triton delivers everything you want in an inference framework, making our model blazing fast.
Oermann's team found that after pretraining their LLM, fine-tuning it onsite with a specific hospital's data helped to significantly boost accuracy - a trait that could help other healthcare institutions deploy similar models.
Not all hospitals have the resources to train a large language model from scratch in-house, but they can adopt a pretrained model like NYUTron and then fine-tune it with a small sample of local data using GPUs in the cloud, he said. That's within reach of almost everyone in healthcare.
To learn more about NYUTron, read the Nature paper and watch this NVIDIA and NYU talk on demand.
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
01/07/2026
The National Film and Video Foundation (NFVF) is pleased to announce that the ca...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Manfrotto Introduces UNCOVER, the new premium camera bag collection for modern h...
01/07/2026
Blackmagic Design Powers Houston Tamil Sangam Literacy Competition
Brie Clayton July 1, 2026
0 Comments
Volunteers use ATEM Mini Pro, Blackmagic Desig...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
PlayBox Technology has published State of Broadcast Infrastructure 2026, an in-depth industry research report examining the technologies, operational challenges...
01/07/2026
LONDON, UK, 1 JULY Jigsaw24 has appointed Alan Henry as Head of Sales for Media and Entertainment, reinforcing its continued investment in helping broadcaster...
01/07/2026
Content Vault, the patent-pending secure content distribution platform protecting high-value media from disclosures, theft and unauthorised access, today announ...
01/07/2026
Bitcentral, Inc. a leading provider of enterprise software and digital media solutions for news, sports and entertainment broadcasters, as well as streaming pla...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Groundbreaking First Nations Screen Business Accelerator launched through nation...
01/07/2026
Chyron Launches the All-New Chyron Academy: A Reimagined, Hands-On Learning Expe...
01/07/2026
Amplium Captures Kawasaki Brave Thunders Game with Blackmagic URSA Cine Immersiv...
01/07/2026
Boris FX Optics Expands Plugin Support to Apple Photos, Capture One, and Affinit...
01/07/2026
Apple today introduced power-packed updates to Apple Creator Studio, a groundbre...
01/07/2026
Nectar360, the Retail Media, Loyalty and Insights business of the Sainsburys Gro...
01/07/2026
9.2 million streams on RT Player between 11 and 28 June
Reach of 2.9 million viewers during Group stages of FIFA World Cup on RT 2
23 million video views acr...
30/06/2026
Could your journalism reach an international stage?
Entries are now open for the Thomson Foundation's Young Journalist Award 2026, one of the most prestigi...
30/06/2026
As Brazil's only way for fans to see all 104 matches, YouTube channel proves the power of digital...
30/06/2026
Brings together saturation & lo-fi effects
Following on from the release of their Voxcraft vocal-processing plug-in, UJAM have announced the launch of Retro...
30/06/2026
New IR reverb engine, Juno-inspired chorus & more
The latest version of Rapid Flow's hardware-emulation synth plug-in expands on its predecessor with a ...
30/06/2026
Excels at heavy-handed VCA compression
For their latest release, Shy Audio have recreated the crunchy' sound of a rackmount compressor that found its w...
30/06/2026
Component scarcity drives cost increases
Shortly after Apple's CEO Tim Cook acknowledged that cost increases would soon be inevitable , the company hav...
30/06/2026
Statement regarding GetUp Save Our SBS' campaign
30 June, 2026
Media releases
The GetUp Save Our SBS' campaign is an independent initiative. SBS ...
30/06/2026
Hitachi and Bank Pekao S.A. have completed the installation of the first Hitachi...
30/06/2026
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({ content_source:......
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
MainStreaming, the award-winning and innovative Edge Video Delivery Network, today announced that it has been selected by ITV to support the delivery of ITVX, I...
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
When Wheel of Fortune and Jeopardy! needed to upgrade their wireless communications system, they turned to Clear-Com FreeSpeak wireless for their iconic televi...
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/06/2026
Other World Computing Launches New Atlas Core Line with 256GB CFExpress 4.0 Type...
Getting discharged from the hospital is a major milestone for patients - but sometimes, it's not the end of their road to recovery. Nearly 15% of hospital patients in the U.S. are readmitted within 30 days of their initial discharge, which is often associated with worse outcomes and higher costs for both patients and hospitals.
