Actively Recruiting

Age: 18Years +
All Genders
NCT06479421

A Clinical Study for Developing Artificial Intelligence(AI)-Based Clustering Model for Personalized Medicine in Acute Respiratory Failure

Led by Samsung Medical Center · Updated on 2026-04-28

250

Participants Needed

1

Research Sites

298 weeks

Total Duration

On this page

Sponsors

S

Samsung Medical Center

Lead Sponsor

M

Ministry of Science and ICT, Republic of Korea

Collaborating Sponsor

AI-Summary

What this Trial Is About

The investigators will prospectively collect clinical information to develop a clustering analysis model and confirm phenotype for patients with acute respiratory failure who admit to the intensive care unit and require oxygen supply beyond a high flow nasal cannula, and a control group without acute respiratory failure. and clinical characteristics and prognosis will be compared.

CONDITIONS

Official Title

A Clinical Study for Developing Artificial Intelligence(AI)-Based Clustering Model for Personalized Medicine in Acute Respiratory Failure

Who Can Participate

Age: 18Years +
All Genders

Eligibility Criteria

Eligible

You may qualify if you...

  • For acute respiratory failure group: Age 18 or older
  • For acute respiratory failure group: Patients requiring high flow nasal cannula, non-invasive ventilation (BIPAP or CPAP), or mechanical ventilation due to acute respiratory failure
  • For control group: Age 18 or older
  • For control group: Patients not requiring high flow nasal cannula, non-invasive ventilation (BIPAP or CPAP), or mechanical ventilation treatment
  • Control group participants must consent and undergo the same research procedures
Not Eligible

You will not qualify if you...

  • Patients who have been receiving oxygen treatment (HFNC, NIV, or mechanical ventilation) for more than 48 hours
  • Patients transferred from another hospital
  • Patients with limitations in treatment

AI-Screening

AI-Powered Screening

Complete this quick 3-step screening to check your eligibility

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Trial Site Locations

Total: 1 location

1

Samsung Medical Center

Seoul, Gangnam, South Korea, 06351

Actively Recruiting

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Research Team

R

Ryoung Eun Ko, MD, PhD

CONTACT

How is the study designed?

Study Type

OBSERVATIONAL

Masking

N/A

Allocation

N/A

Model

N/A

Primary Purpose

N/A

Number of Arms

2

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