
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 ...
07/10/2026
Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
PTZ Camera Manufacturer and FPGA Design Specialist Join Alliance to Advance IPMX and Open AV-over-IP Standards
The Alliance for IP Media Solutions (AIMS) today...
26/08/2026
BATON offers ZOO Digital advanced audio and video quality analysis, and scalable architecture
Interra Systems, a leading provider of end-to-end quality assuran...
26/08/2026
Riedel Communications today announced the continued expansion of its managed coach communications partnership with Scottish Rugby Union. Now entering its third ...
26/08/2026
Zixi brings Broadcaster V19 and showcases interoperable platform on Stand 5.A76
Zixi, a leader in live video delivery and workflow orchestration, will be exhib...
26/08/2026
LA JOLLA, CA-Jeffery Kelly, the H. Lutcher Brown Professor of Chemistry at Scrip...
26/08/2026
Indie Developer Launches Orty, aWindows App That Helps Freelance VideoEditors Fi...
26/08/2026
BTS on Sinners and Is God Is Shot with Pocket Cinema Camera 6K Pro
Brie Clayton August 25, 2026
0 Comments
Award winning filmmaker Travis Henry elevat...
25/08/2026
Open, Sustainable, Predictable: What Utah Scientific Is Bringing to IBC 2026 As broadcast leaders prepare to gather at the RAI Amsterdam for IBC 2026, the main ...
25/08/2026
NC State's Matthew Byrd breaks down how an IP-based infrastructure is delivering greater flexibility and scalability for Wolfpack productions...
25/08/2026
Deal expands the DTC reach in-market of Capitals, Wizards, Mystics games and oth...
25/08/2026
The two-year renovation period will create a stadium of the future for the NFL f...
25/08/2026
Behind The Mic provides a roundup of recent news regarding on-air talent, includ...
25/08/2026
Shell Energy Stadium in Houston has installed a new L-Acoustics A Series loudspeaker system, designed and installed by LD Systems, a Clair Global brand. The 20,...
25/08/2026
FloCollege is expanding its distribution and product offerings for the 2026-27 season, covering more than 20 NCAA partner conferences across Division I, II, and...
25/08/2026
TNA Wrestling and REVOLT have announced a content partnership bringing exclusive TNA Xplosion matches and content from TNA's library to REVOLT.
Our indust...
25/08/2026
Gracenote, Nielsen's content intelligence business, has released its Q3 2026 Data Hub analysis showing that FAST sports programming is growing at more than ...
25/08/2026
Amagi has appointed Thomas d'H rouville as Head of Sales for France, Benelux, and Nordics. Based in Paris, he will lead Amagi's growth strategy across t...
25/08/2026
IPC has appointed CCATech as its channel partner in Brazil, expanding the company's presence in Latin America. CCATech was founded in 2023 by Carlos Abrah o...
25/08/2026
FanConnect has announced the FC4, a multi-output media player designed to drive mid-sized video walls, multi-screen concession stands, and multi-display digital...
25/08/2026
JWX has launched JWX Content Hub, a platform for publisher video that combines content transformation, social distribution, audience engagement, and monetizatio...
25/08/2026
Techex has appointed Stuart Almond as Chief Revenue Officer. Almond brings more than 25 years of experience across technology, media, and telecommunications, ha...
25/08/2026
Grass Valley will demonstrate infrastructure connecting SDI, SMPTE ST 2110, MXL, and software-based processing at IBC2026 (Booth 9.A01, RAI Amsterdam, September...
25/08/2026
Franchises are taking greater ownership of production, distribution, and the fan...
25/08/2026
The first-year circuit for former professional athletes leans on LiveU, Starlink...
25/08/2026
Announcing the 2026 Sundance Institute Breakthrough | Focus Features Fellows
L...
25/08/2026
Auction Part 3 running until 9 September 2026
Soundgas have announced that the latest stage of their John Paul Jones Gear Auction is now live, and that bids...
25/08/2026
Over 60 award-winning artists, songwriters, producers, engineers
The MONO Music Conference (formerly Music Expo SF), San Francisco's premier event for m...
25/08/2026
All three versions receive firmware upgrade
Groove Synthesis have just launched a free firmware update that kits the 3rd Wave out with two major new feature...
25/08/2026
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({...
25/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/08/2026
Lingopal, the AI-powered live translation and localization specialist, is unveiling new platform capabilities at IBC2026 (11 14 September, RAI Amsterdam), helpi...
25/08/2026
Bminty is supporting TV5MONDE in the evolution of its editorial processes through a new AI-assisted press information generation solution. Combining the Louise ...
25/08/2026
Two Cultures. Millions Reached. One Berklee Connection. Meet Annie Dickinson and Zhengxi Zhang-the couple who turned their creative partnership into music car...
25/08/2026
Amagi, the media industry cloud platform for unified broadcast, streaming, and monetization, today announced that Law&Crime has migrated its Court TV channel, s...
25/08/2026
Broadcast Solutions, a leading systems integrator and provider of innovative solutions for the broadcast and media industry, is showcasing the breadth of its ca...
25/08/2026
Thatcham, UK 25 August 2026: Test & measurement innovator, Leader Electronics, has announced that leading broadcast rental company Minitech has purchased a Le...
25/08/2026
Appear's X20 Platform enables visually lossless video contribution with sub-frame latency and full path redundancy for TVTEL's centralised VAR operation...
25/08/2026
World-first demonstration combines 5G Broadcast and Media over QUIC for seamless, ultra-low-latency hybrid media delivery
Big Blue Marble will showcase new dev...