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Semantic and Syntactic Predictions in Reading Aloud: Are Good Predictors Good Statistical Learners? Cover

Semantic and Syntactic Predictions in Reading Aloud: Are Good Predictors Good Statistical Learners?

Open Access
|May 2024

Figures & Tables

joc-7-1-363-g1.png
Figure 1

Experimental design and timing of the predictive reading task.

joc-7-1-363-g2.png
Figure 2

Experimental design and timing of the SRT task (adapted from Schendan et al. (2003)).

joc-7-1-363-g3.png
Figure 3

Performance in the predictive reading task. Mean reaction times (ms) are presented as a function of context (related vs. scrambled) and condition (semantic vs. syntactic). Errors bars indicate within-participant standard errors.

joc-7-1-363-g4.png
Figure 4

Performance in the SRT task. (A) Correct responses (/96) as a function of blocks (sequential blocks 1 to 6 and 8, random block 7). (B) Mean reaction time (ms) as a function of blocks. Errors bars indicate within-participant standard errors.

joc-7-1-363-g5.png
Figure 5

Performance in the auditory (ASL) and visual (CVL) statistical learning task. (A) Distribution of ASL scores. (B) Distribution of VSL scores. The black dashed lines indicate the chance level (16.67 trials) and the solid black lines the group averages.

Table 1

Correlation coefficients for our three statistical learning tasks (SRT, ASL, VSL). Significant Pearson correlations are marked by asterisks: * p < 0.05, ** p < 0.01, *** p < 0.001 (FDR correction).

VSLaSRT12bSRT16cSRT67dSRT78eSRTf
ASLa0.336*
(<.05)
0.059
(.801)
0.074
(.750)
–0.149
(.497)
–0.144
(.497)
–0.168
(.497)
VSL–0.127
(.500)
–0.165
(.497)
–0.136
(.497)
0.149
(.497)
0.002
(.987)
SRT120.793***
(<.001)
0.102
(.191)
–0.015
(.986)
0.050
(.497)
SRT160.260***
(<.001)
–0.025
(.962)
0.134
(.083)
SRT670.509***
(<.001)
0.877***
(<.001)
SRT780.859***
(<.001)
Computed correlation used Pearson-method with listwise-deletion.

[i] a Raw score.

b Mean RT of the 1st sequential block – mean RT of the 2nd sequential block.

c Mean RT of the 1st sequential block – mean RT of the 6th sequential block.

d Mean RT of the 7th random block – mean RT of the 6th sequential block.

e Mean RT of the 7th random block – mean RT of the 8th sequential block.

f Mean RT of the 7th random block – mean RT of the 6th and 8th sequential block.

Table 2

Correlation coefficients of our three statistical learning tasks (SRT, ASL, VSL) and our predictive reading task. Significant Pearson correlations are marked by asterisks: * p < 0.05, ** p < 0.01, *** p < 0.001 (FDR correction).

SYNTACTIC PREDICTIONASLaVSLaSRT12bSRT16cSRT67dSRT78eSRTf
Semantic prediction0.065
(0.83)
0.088
(0.83)
–0.108
(0.83)
0.134
(0.55)
–0.006
(0.98)
–0.077
(0.75)
–0.213
(0.18)
–0.171
(0.36)
Syntactic prediction0.123
(0.82)
0.327
(0.36)
0.010
(0.98)
–0.031
(0.98)
0.075
(0.76)
–0.153
(0.41)
–0.048
(0.83)
Prediction in reading (average)0.146
(0.62)
0.169
(0.60)
0.043
(0.83)
–0.022
(0.91)
0.034
(0.85)
–0.139
(0.41)
–0.062
(0.78)
Computed correlation used Pearson-method with listwise-deletion.

[i] a Raw score.

b Mean RT of the 1st sequential block – mean RT of the 2nd sequential block.

c Mean RT of the 1st sequential block – mean RT of the 6th sequential block.

d Mean RT of the 7th random block – mean RT of the 6th sequential block.

e Mean RT of the 7th random block – mean RT of the 8th sequential block.

f Mean RT of the 7th random block – mean RT of the 6th and 8th sequential block.

Table 3

Correlation coefficients between the reading level and the reading speed of our participant, and the predictive reading measures. Significant Pearson correlations are marked by asterisks: * p < 0.05, ** p < 0.01, *** p < 0.001 (FDR corrected).

READING SPEEDPREDICTION IN READINGSEMANTIC PREDICTIONSYNTACTIC PREDICTION
Reading level–0.327***
(<.001)
0.207*
(<.05)
0.101
(.369)
0.208
(.070)
Reading speed–0.204*
(<.05)
–0.195
(.085)
–0.178
(.104)
Computed correlation used Pearson-method with listwise-deletion.
Table 4

Correlation coefficients between the reading level and the reading speed of our participant, and our three statistical learning tasks (SRT, ASL, VSL). Significant Pearson correlations are marked by asterisks: * p < 0.05, ** p < 0.01, *** p < 0.001 (FDR corrected).

ASLaVSLaSRT12bSRT16cSRT67dSRT78eSRTf
Reading level0.419**
(<.01)
0.282
(.142)
0.107
(.455)
0.110
(.455)
0.236*
(<.05)
0.023
(.929)
0.149
(.250)
Reading speed–0.211
(.319)
0.048
(.891)
–0.094
(.475)
0.010
(.986)
–0.276*
(<.05)
0.005
(.986)
–0.156
(.231)
Computed correlation used pearson-method with listwise-deletion.

[i] a Raw score.

b Mean RT of the 1st sequential block – mean RT of the 2nd sequential block.

c Mean RT of the 1st sequential block – mean RT of the 6th sequential block.

d Mean RT of the 7th random block – mean RT of the 6th sequential block.

e Mean RT of the 7th random block – mean RT of the 8th sequential block.

f Mean RT of the 7th random block – mean RT of the 6th and 8th sequential block.

Table S1

Psychometric properties of all variables with their distributions

VARIABLESNMINMAXMEANST.DEVSKEWNESSKURTOSISHISTOGRAM
Reading level120257756.9813.51–0.60–0.53joc-7-1-363-g8.jpg
Reading speed120436.7974660.4111.980.60–0.17joc-7-1-363-g9.jpg
Prediction in reading (average)120–0.040.120.030.030. 752.63joc-7-1-363-g10.jpg
Semantic prediction94–0.050.090.020.030.381.02joc-7-1-363-g11.jpg
Syntactic prediction96–0.060.120.040.030.290.60joc-7-1-363-g12.jpg
ASL5093118.824.130.450.74joc-7-1-363-g13.jpg
VSL50144026.926.71–0.008–0.85joc-7-1-363-g14.jpg
SRT120–0.030.680.200.110.922.49joc-7-1-363-g15.jpg
SRT12120–0.080.720.160.111.655.81joc-7-1-363-g16.jpg
SRT16120–0.090.970.160.151.947.70joc-7-1-363-g17.jpg
SRT78120–0.190.580.170.120.271.34joc-7-1-363-g18.jpg
joc-7-1-363-g6.png
Figure S1

Example of three trials: two “pattern recognition” trials and 1 “pattern completion” trial (taken from Siegelman, Bogaerts, & Frost, 2017). The instructions were presented in French.

joc-7-1-363-g7.jpg
Figure S2

Shapes used in the VSL task (taken from Fiser & Aslin, 2001).

DOI: https://doi.org/10.5334/joc.363 | Journal eISSN: 2514-4820
Language: English
Submitted on: Sep 3, 2023
|
Accepted on: Apr 5, 2024
|
Published on: May 9, 2024
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2024 Elisa Gavard, Johannes C. Ziegler, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.