| Parreco et al. (2018) [8] |
All ventilated level 3 ICU patients (2001–2012) |
>7days |
Oxford Acute Severity of Illness Score (OAISIS), Sequential Organ Failure Assessment, Simplified Acute Physiology Score (SAPS), Simplified Acute Physiology Score II (SAPS II), Acute Physiology Score III, and logistic organ dysfunction score (LODS), Sepsis Related Organ Failure Assessment (SOFA) |
Gradient-Boosted Decision Tree Algorithm |
Mean AUC 0.820 ± 0.016 |
| Chang et al (2018) [16] |
ICU patients who survived the Sepsis/Septic shock and respiratory failure |
>21 days |
Demographics Acute Physiology, Age, Chronic Health Evaluation (APACHE II) Comorbidities Lab findings (hematology, liver function, coagulation, Urea Electrolytes, Arterial blood gases) Ventilator settings |
Logistic Regression |
AUC 0.725 |
| Agle et al. (2006) [12] |
Torso trauma patients who met specific criteria for shock resuscitation and required 48 hours of mechanical ventilation |
>14 days |
Demographics, Facial trauma, chest trauma severity (abbreviated injury score AIS), ventilatory settings. |
Logistic Regression |
AUC 0.79 |
| Clark and Lettieri (2013) [5] |
Adult patients requiring MV support in a medical intensive care unit (ICU) |
>14 days |
Demographics, vital signs, laboratory values (hematology, renal and liver function tests, HCO3), APACHE 2 |
Logistic regression |
AUC 0.75 |
| Dimopoulou et al. (2003) [13] |
Adult patients with thoracic trauma requiring MV support in a intensive care unit (ICU) |
>7 days |
Demographics, injury characteristics, Injury severity score, AIS of the other associated injuries (head, neck, face, pelvis and extremities) and ventilatory settings |
Logistic regression |
Not declared |
| Figueroa- Casas et al. (2015) [14] |
ICU patients receiving MV |
>7 days |
Demographics, SOFA score on intubation, comorbidities, location before ICU admission, diagnosis category |
Logistic regression |
AUC 0.65–0.70 |
