AI predicts ventilator duration in respiratory failure
NCT ID NCT06815523
First seen Jul 08, 2026 · Last updated Jul 09, 2026 · Updated 1 time
Summary
This study tests whether machine learning can predict if a patient with acute hypoxemic respiratory failure will need a breathing machine for a week or longer. Researchers analyzed data from over 1,200 ICU patients in Spain, using information from the first 48 hours to build a predictive model. The goal is to identify a simple set of factors that can help doctors anticipate prolonged ventilation and tailor care accordingly.
What this could mean
Our plain-language read of the trial. This is informational only — not medical advice or a prediction.
- What this could lead to
- If successful, this could help doctors better predict how long a patient will need a breathing machine, potentially improving ICU planning and care.
- What could go wrong
- This is an observational analysis of existing data, not a treatment trial. The machine learning models may not perform well in other hospitals or patient groups.
This is an AI summary of the original study and may miss details. Read our disclaimer.
Get updates
Get notified about this study
Sign up to get updates when this study changes or when new studies for ACUTE HYPOXEMIC RESPIRATORY FAILURE are added.
By submitting, you agree to our Terms of use
Conditions
The condition(s) this trial relates to.
As listed by the trial registrant
The condition terms exactly as the trial's registrant entered them.
Contacts and locations
Show contact details
Enter your email to view the contact information for this study.
By submitting, you agree to our Terms of use
Locations
-
Hospital Dr. Negrin
Las Palmas de Gran Canaria, Las Palmas, 35019, Spain
-
Hospital Universitario La Paz
Madrid, Spain
More trials for these conditions
Other studies related to the condition(s) this trial covers.
- Low oxygen or organ failure? study aims to uncover true driver of ICU deaths
- AI could predict which ICU patients with breathing failure are at highest risk of death
- Can targeted sedation help patients breathe easier on oxygen therapy?
- Can a simple gas help severely obese patients breathe better on ventilators?
- Sedation may ease risky lung exam in breathless patients
- New oxygen device may help breathing patients between treatments