Table 3.
Semantic features | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
English | French | |||||||||||||
Feature | rPB | mHC | mAD | χ2 | p | pcorr. | rPB | mHC | mAD | χ2 | p | pcorr. | ||
keyword_to_non_keyword_ratio | −0.43 | 0.16 | 0.11 | 19.3 | *** | *** | −0.42 | 0.15 | 0.11 | 8.1 | ** | 0.10 | ||
max_word_frequency_IU | −0.27 | 0.0003 | 0.0003 | 7.5 | *** | 0.13 | −0.34 | 0.0003 | 0.0002 | 5.3 | * | 0.47 | ||
mean_word_frequency_all | −0.37 | 0.0089 | 0.0072 | 14.7 | *** | *** | −0.38 | 0.0075 | 0.0066 | 6.8 | ** | 0.20 | ||
num_unique_IU | −0.60 | 10.94 | 6.87 | 37.8 | *** | *** | −0.64 | 10.24 | 5.50 | 18.6 | *** | *** | ||
num_unique_keywords | −0.60 | 11.83 | 7.26 | 37.3 | *** | *** | −0.60 | 11.40 | 5.73 | 16.6 | *** | ** | ||
percentage_of_keywords_mentioned | −0.60 | 0.10 | 0.06 | 37.3 | *** | *** | −0.60 | 0.07 | 0.04 | 16.6 | *** | ** | ||
total_IU_density | −0.42 | 0.14 | 0.10 | 18.7 | *** | *** | −0.36 | 0.14 | 0.11 | 5.9 | ** | 0.34 | ||
total_IU_efficiency | −0.54 | 0.26 | 0.16 | 30.2 | *** | *** | −0.46 | 0.34 | 0.21 | 9.8 | ** | * | ||
num_total_keywords | −0.43 | 15.42 | 10.46 | 19.3 | *** | *** | −0.57 | 13.44 | 6.41 | 15.1 | *** | ** | ||
unique_IU efficiency | −0.56 | 0.18 | 0.10 | 32.4 | *** | *** | −0.40 | 0.27 | 0.17 | 7.2 | ** | 0.16 | ||
unique_IU ratio | −0.45 | 0.10 | 0.07 | 21.2 | *** | *** | −0.34 | 0.11 | 0.09 | 5.5 | * | 0.43 | ||
Syntactic features | ||||||||||||||
English | French | |||||||||||||
Feature | rPB | mHC | mAD | χ2 | p | pcorr. | rPB | mHC | mAD | χ2 | p | pcorr. | ||
ADP_count | −0.28 | 7.83 | 5.39 | 8.0 | ** | 0.20 | −0.50 | 14.44 | 6.95 | 11.4 | *** | * | ||
ADP_ratio | −0.34 | 0.06 | 0.05 | 12.3 | *** | * | −0.51 | 0.13 | 0.09 | 11.9 | *** | * | ||
AUX_ratio | −0.35 | 0.10 | 0.09 | 12.7 | *** | * | 0.30 | 0.04 | 0.06 | 4.1 | * | 1.00 | ||
DET_count | −0.26 | 17.35 | 13.52 | 7.3 | ** | 0.31 | −0.45 | 17.72 | 9.95 | 9.4 | ** | 0.09 | ||
DET_ratio | −0.43 | 0.15 | 0.12 | 19.3 | *** | *** | −0.32 | 0.17 | 0.14 | 4.7 | * | 1.00 | ||
NOUN_count | −0.34 | 21.12 | 15.59 | 11.9 | *** | * | −0.49 | 20.76 | 11.09 | 11.0 | *** | * | ||
NOUN_ratio | −0.48 | 0.18 | 0.14 | 23.8 | *** | *** | −0.38 | 0.19 | 0.15 | 6.7 | ** | 0.42 | ||
PRON_ratio | 0.25 | 0.07 | 0.09 | 6.4 | * | 0.51 | 0.51 | 0.11 | 0.18 | 12.1 | *** | * | ||
PUNCT_count | 0.21 | 15.15 | 20.69 | 4.7 | * | 1.00 | −0.38 | 1.06 | 0.32 | 6.5 | * | 0.47 | ||
PUNCT_ratio | 0.36 | 0.13 | 0.18 | 13.8 | *** | ** | −0.34 | 0.01 | 0.00 | 5.4 | * | 0.91 | ||
Paralinguistic features | ||||||||||||||
English | French | |||||||||||||
Feature | rPB | mHC | mAD | χ2 | p | pcorr. | rPB | mHC | mAD | χ2 | p | pcorr. | ||
bandwidth_mean | 0.22 | 2,022.85 | 2,153.46 | 5.0 | * | 1.00 | 0.32 | 2,176.25 | 2,323.75 | 4.8 | * | 1.00 | ||
energy_skewness | 0.23 | 0.17 | 0.32 | 5.4 | * | 1.00 | 0.47 | -0.26 | 0.49 | 10.4 | ** | 0.26 | ||
mfcc1_mean | −0.20 | -1.87 | -4.43 | 4.4 | * | 1.00 | −0.36 | -5.14 | -7.87 | 6.0 | * | 1.00 | ||
mfcc1_skewness | 0.23 | 0.19 | 0.48 | 5.8 | * | 1.00 | 0.44 | -0.31 | 0.12 | 8.8 | ** | 0.63 | ||
mfcc10_kurtosis | 0.23 | 0.73 | 1.00 | 5.5 | * | 1.00 | 0.37 | 0.40 | 0.67 | 6.4 | * | 1.00 | ||
mfcc4_kurtosis | 0.22 | 0.92 | 1.47 | 4.9 | * | 1.00 | 0.41 | 0.51 | 1.02 | 7.7 | ** | 1.00 | ||
normalized_loudness_std | −0.34 | 0.20 | 0.18 | 11.8 | *** | 0.12 | −0.56 | 0.23 | 0.20 | 14.4 | *** | * | ||
ratio_speaking | −0.27 | 0.46 | 0.37 | 7.6 | ** | 1.00 | −0.57 | 0.64 | 0.48 | 15.2 | *** | * | ||
speech_rate | −0.28 | 1.92 | 1.41 | 8.5 | ** | 0.73 | −0.47 | 3.12 | 2.32 | 10.2 | *** | 0.28 |
Point-biserial correlation coefficient rPB, correlating each feature with the nominal group variable (AD, HC), feature means for HC and AD, χ2 value of the non-parametric Kruskal–Wallis H-test for group differences between AD and HC, p-value and Bonferroni-corrected p-value. Significances: *** 0.001, ** 0.01, * 0.05. Feature names in Bold indicate that they are significant after Bonferroni-correction in both languages.