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Recruiting NCT06479421

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

Observational Acute Respiratory Failure

For patients and families

In plain language

An automatic summary of structured registry data. It is an orientation aid, not a substitute for the official protocol or a physician assessment.

What is being studied
This is an observational study: the protocol does not assign a study treatment.
Who it may be relevant to
Registry conditions: Acute Respiratory Failure. Basic parameters: from 18 years · All.
What needs checking
Age, condition and sex are only basic indicators. Prior treatment, laboratory values and other mandatory requirements appear in the eligibility criteria below.
Where it takes place
South Korea
Next step
Save the trial, show it to the treating physician, and confirm current recruitment with the study center. Costs, documents and travel →
Official title

A Clinical Study for Developing AI-based Clustering Model for Personalized Medicine in Acute Respiratory Failure: Single Center, Prospective Cohort Study

Overview

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.

Primary outcome measures

  • Hospital Mortality [Time frame: From date of admission until the date of hospital discharge or date of death from any cause, whichever came first, assessed up to 1 year]
Secondary outcome measures (3)
  • ICU Mortality [Time frame: From date of ICU admission until the date of ICU discharge or date of death from any cause, whichever came first, assessed up to 6 months]
  • Hospital length of stay [Time frame: From date of hospital admission until the date of hospital discharge, assessed up to 1 years]
  • ICU length of stay [Time frame: From date of ICU admission until the date of ICU discharge, assessed up to 6 months]

Eligibility criteria

\# Inclusion Criteria:

\- Acute Respiratory Failure group

Among patients admitted to the internal medicine intensive care unit at Samsung Seoul Hospital, if all of the following conditions are met:

1\) Age 18 or older 2) Patients who require treatment with high flow nasal cannula (HFNC), non-invasive ventilation (NIV (BIPAP or CPAP)), or mechanical ventilation (MV) due to acute respiratory failure.

\- control group For comparative analysis, among patients admitted to the internal medicine intensive care unit at Samsung Seoul Hospital who meet all of the following conditions, they are registered as a control group with the consent of the subjects and undergo the same research procedure.

  • Age 18 or older
  • Patients who do not require high flow nasal cannula (HFNC), non-invasive ventilation (NIV (BIPAP or CPAP)), or mechanical ventilation (MV) treatment
  • Exclusion Criteria:

If any of the following criteria applies, participants will not be permitted to participate in this clinical trial.

  • Patients 48 hours after oxygen treatment (HFNC, NIV (BIPAP or CPAP), MV)
  • Patients transferred from another hospital
  • Patients with limitations in treatment

Criteria are shown verbatim from the registry (in English). Final eligibility is always assessed by the study center.

Healthy volunteers: No

Study design

Observational model
Cohort

Study locations

South Korea · 1 center
  • Samsung Medical Center — Seoul

Identifiers

NCT: NCT06479421 · 2023-08-003

Primary sources (government registries)

View this study on ClinicalTrials.gov ↗