Combining Chest X-Ray and Arterial Blood Gas Findings to Predict Need for Mechanical Ventilation in Critically Ill Patients
NCT07001696 · Status: RECRUITING · Type: OBSERVATIONAL · Enrollment: 2160
Last updated 2025-06-03
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 mechanical ventilation in critically ill adult patients. Conducted at Zagazig University Hospitals, the study seeks to improve clinical decision-making by integrating radiological and biochemical data using artificial intelligence. The model's predictive performance will be evaluated against standard clinical assessments.
Conditions
- Respiratory Failure
- Critical Illness
- Mechanical Ventilation
Sponsors & Collaborators
-
Zagazig University
lead OTHER_GOV
Eligibility
- Min Age
- 18 Years
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2025-06-01
- Primary Completion
- 2025-12-31
- Completion
- 2026-01-30
Countries
- Egypt
Study Locations
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