COVID-19 Mortality Prediction Model

Dascena

Status: Completed

Conditions: COVID-19; Mechanical Ventilation; Pneumonia

Treatments: Device: COViage

Study type: Observational

Funder types: Industry

Identifiers

NCT04358510

04202001

Details and patient eligibility

About

The objective of this study is to develop and evaluate an algorithm which accurately predicts mortality in COVID-19, pneumonia and mechanically ventilated ICU patients.

Full description

Retrospective study of 53,001 total ICU patients, including 9,166 patients with pneumonia and 25,895 mechanically ventilated patients, performed on the MIMIC dataset. The NPH patient dataset includes 114 patients positive for SARS-COV-2 by PCR test.

Enrollment: 114 patients

Sex: All

Ages: 18+ years old

Volunteers: No Healthy Volunteers

Inclusion criteria

• Patients aged 18 years or older
• Record of ICU stay

Exclusion criteria

• Patients aged less than 18 years
• Patients for which there were no records of raw data or no discharge or death dates.

Trial design

114 participants in 1 patient group

COViage

Description:

Machine learning intervention

Treatment:

Device: COViage