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Table 3 Classification results for test dataset (subject-based)

From: Weakly supervised video-based cardiac detection for hypertensive cardiomyopathy

 

ACC

AUC

95%CI

SEN

SPE

PPV

NPV

PLR

NLR

Image-based method (random)

0.83

0.82

0.77–0.87

0.89

0.75

0.81

0.85

3.62

0.14

Image-based method (ES/ED)

0.79

0.77

0.72–0.83

0.89

0.66

0.76

0.83

2.60

0.17

Vanilla I3D

0.85

0.85

0.80–0.89

0.90

0.80

0.84

0.87

4.42

0.13

Ours

0.86

0.85

0.81–0.90

0.92

0.79

0.84

0.89

4.45

0.11

  1. ACC Accuracy, AUC Area under receiver operating characteristic (ROC) curve, SEN Sensitivity, SPE Specificity, PPV Positive predictive value, NPV Negative predictive value, PLR Positive likelihood ratio, NLR Negative likelihood ratio, CI Confidence interval