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. 2021 Apr 19;23(4):e24191. doi: 10.2196/24191

Table 2.

Correlation between stress levels and speech features.

Top 10 features for each data set Task Spearman correlation
Female data set


MFCCa3 acceleration skewness Positive story 0.49

MFCC2 mean Neutral story 0.44

Pitch range Positive story 0.44

MFCC3 acceleration skewness Negative story 0.43

MFCC2 mean Positive story 0.44

MFCC5 acceleration kurtosis Negative story –0.42

MFCC2 mean Negative story 0.43

MFCC5 velocity kurtosis Negative story –0.40

MFCC3 acceleration skewness Neutral story 0.39

MFCC5 velocity kurtosis Negative story 0.39
Male data set


Upper quartile F0b Neutral story –0.54

Pronunciation posteriori probability score percentage Positive story –0.50

Energy acceleration mean Positive story 0.52

Mean F0 Neutral story –0.51

MFCC9 kurtosis Positive story 0.41

MFCC9 variance Positive story –0.44

Upper quartile F0 Negative story –0.47

MFCC4 acceleration mean Positive story –0.40

Upper quartile F0 Positive story –0.47

MFCC12 acceleration skewness Neutral story –0.42

aMFCC: mel-frequency cepstral coefficient; the numbers following MFCC are part of the feature names presenting their location on a spectrum.

bF0: fundamental frequency.