Status:

RECRUITING

Combining Chest X-Ray and Arterial Blood Gas Findings to Predict Need for Mechanical Ventilation in Critically Ill Patients

Lead Sponsor:

Zagazig University

Conditions:

Respiratory Failure

Critical Illness

Eligibility:

All Genders

18+ years

Brief Summary

This prospective cross-sectional study aims to develop and validate a machine learning model that combines chest X-ray findings with arterial blood gas (ABG) analysis to assess the necessity for mecha...

Detailed Description

The study is a prospective cross-sectional investigation conducted at Zagazig University Hospitals, aiming to develop a machine learning model that integrates chest X-ray findings and arterial blood g...

Eligibility Criteria

Inclusion

  • Critically ill adult patients aged 18 years or older.
  • Patients assessed to require mechanical ventilation.
  • Control group: Age- and sex-matched critically ill patients not requiring mechanical ventilation.
  • Availability of both chest X-ray and arterial blood gas (ABG) analysis at the time of evaluation.

Exclusion

  • Patients with missing or incomplete data (e.g., absent chest X-ray or ABG results).
  • Patients with chronic lung diseases unrelated to the current admission (e.g., COPD, pulmonary fibrosis).
  • Pregnant females.

Key Trial Info

Start Date :

June 1 2025

Trial Type :

OBSERVATIONAL

Allocation :

ESTIMATED

End Date :

January 30 2026

Estimated Enrollment :

2160 Patients enrolled

Trial Details

Trial ID

NCT07001696

Start Date

June 1 2025

End Date

January 30 2026

Last Update

June 3 2025

Active Locations (1)

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Faculty of medicine, zagazig university

Zagazig, Al Sharqia, Egypt, 44151