Table 7

Performance of models rebuilt with deviations

StudyValidation performance—reported from studyValidation performance—NYU retrained
(95%CI)
Performance difference between study validation performance and NYU retrained validation performanceNYU deviations from original
Zhang et al12Task 1: AUROC=0.74Task 1: AUROC=0.78
(0.69 to 0.86)
AUROC Difference=+0.04ECMO, ARDS and intubation targets excluded. These targets were excluded during original validation
Zhang et al12Task 2: AUROC=0.72Task 2: AUROC=0.69
(0.64 to 0.73)
AUROC difference=−0.03ECMO, ARDS and intubation targets excluded. These targets were excluded during original validation
Guo et al13AUROC=0.78AUROC=0.79 (0.74 to 0.84)AUROC difference=+0.01PaO2 and radiographic progression data not available. Circulatory shock and multiorgan dysfunction not characterisable. ICU admission used as surrogate target
Hu et al14AUROC=0.88AUROC=0.74 (0.69 to 0.78)AUROC difference=−0.14PaO2 data not available. Target excluded
Mean AUROC=0.78Mean AUROC=0.75Mean AUROC difference=0.03
  • ARDS, acute respiratory distress syndrome; AUROC, area under the receiver–operator curve; ECMO, extracorporeal membrane oxygenation; ICU, intensive care unit; NYU, New York University; PaO2, partial pressure of oxygen.