Table 3 Results for Expert/Novice classification using the three time-synchronized fixed cameras for Phase 1 data

From: Deep learning for video-based assessment of endotracheal intubation skills

Expert/novice classification

w/o xVA

w/o SE

Metrics

K-Fold

OUO*

K-Fold

OUO*

Accuracy

1.0

0.98

1.0

0.98

Sensitivity

1.0

0.94

1.0

0.94

Specificity

1.0

0.90

1.0

0.93

F1 score

1.0

0.94

1.0

0.94

ROC AUC

1.0

0.93

1.0

0.93

  1. OUO* stands for One-user-out, and K-Fold for 10-cross validation.