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Table 2 Qualified performance of models using an independent test set

From: Serum profiling by MALDI-TOF mass spectrometry as a diagnostic tool for domoic acid toxicosis in California sea lions

  

3017 m/z

ANN 1

ANN 67

ANN 67

ANN 53

CANN-Vote

 

Normalization

TIC

TIC

TIC

TIC

Glu-Fib

Glu-Fib

 

AuROC

0.7538

0.9412

0.9412

0.9412

0.9428

na

 

Threshold a

minMC

OpT

OpT

minMC

OpT

> 50 votes

Test Set

sensitivity

0.20

1.00

0.40

0.70

0.30

0.30

 

specificity

1.00

0.60

0.90

0.90

1.00

1.00

 

PPV

1.00

0.71

0.80

0.88

1.00

1.00

 

NPV

0.56

1.00

0.60

0.75

0.59

0.59

Training Set

sensitivity

0.35

0.91

0.88

0.91

0.94

1.00

 

specificity

0.93

0.95

1.00

0.99

0.96

0.99

 

PPV

0.71

0.89

1.00

0.97

0.91

0.97

 

NPV

0.76

0.96

0.95

0.96

0.97

1.00

  1. aThresholds calculated a priori based on training set data. minMC, minimum mis-classified threshold; OpT, optimum threshold (OpT).
  2. Performance against training set is given for comparison