Combining Chest X-Ray and Arterial Blood Gas Findings to Predict Need for Mechanical Ventilation in Critically Ill Patients
Recruiting
Observational Study
Respiratory Failure
Critical Illness
Mechanical Ventilation
No Placebo Group
Every participant receives an active treatment — no one gets a placebo.
No Study Drug
Researchers observe your health over time — no experimental treatment is given.
At a Glance
- Age
- 18 and older
- Sex
- Any
- Study type
- Observational
- Participants needed
- 2,160 (estimated)
- Sponsor
- Zagazig University · Government
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About This Trial
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 usin…
Trial Locations
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Eligibility Criteria
Inclusion Criteria:
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 …
Contacts