New AI model analyzes full night of sleep with high accuracy in largest study of its kind

Sleep staging using nocturnal sound analysis

Sleep staging is essential for evaluating sleep and its disorders. Most sleep studies today incorporate contact sensors that may interfere with natural sleep and may bias results. Moreover, the availability of sleep studies is limited, and many people with sleep disorders remain undiagnosed. Here, we present a pioneering approach for rapid eye movement (REM), non-REM, and wake staging (macro-sleep stages, MSS) estimation based on sleep sounds an…

New AI model analyzes full night of sleep with high accuracy in largest study of its kind

Researchers have developed a powerful AI tool, built on the same transformer architecture used by large language models like ChatGPT, to process an entire night's sleep. To date, it is one of the largest studies, analyzing 1,011,192 hours of sleep. The model, called patch foundational transformer for sleep (PFTSleep), analyzes brain waves, muscle activity, heart rate, and breathing patterns to classify sleep stages more effectively than traditio…

JCU Student Launches Startup to Revolutionize Sleep and Recovery

Home / Newsroom / JCU Student Launches Startup to Revolutionize Sleep and Recovery JCU Student Launches Startup to Revolutionize Sleep and Recovery March 18, 2025 Share on social facebook twitter Quincy Unger ’28 (pictured far left), a first-year student at JCU, is redefining the way people sleep with his startup, Sleep Hypnos—an acupressure-based technology designed to naturally promote relaxation, improve sleep qual…

Icahn School of Medicine researchers develop AI sleep analysis tool

Researchers from Icahn School of Medicine, US, have introduced an AI sleep analysis tool, designed to process a complete night's sleep data.The post Icahn School of Medicine researchers develop AI sleep analysis tool appeared first on Medical Device Network.

Icahn School Of Medicine Researchers Develop AI Sleep Analysis Tool

The model claims to detect sleep patterns during the night. Credit: New Africa / Shutterstock. Researchers from Mount Sinai’s Icahn School of Medicine, US, have introduced an AI sleep analysis tool, designed to process a complete night’s sleep data. According to the US-based hospital network, the new patch foundational transformer for sleep (PFTSleep) model has been trained on more than one million hours of sleep, marking it as one of the “large…

The fitness and health future of Google is clearly in Fitbit. While the app is currently being furnished and modernized in all areas, a few functions of the future are being tested at the same time. This also includes the completely new "Personalized Sleep Schedule Lab". Fitbit measures your vital data over the day and wants to create a sleep plan based on it. This means that Fitbit not only proposes a sleep duration, but also recommends very sp…