Have a personal or library account? Click to login
The Conscious Side of ‘Subliminal’ Linguistic Priming: A Systematic Review With Meta-Analysis and Reliability Analysis of Visibility Measures Cover

The Conscious Side of ‘Subliminal’ Linguistic Priming: A Systematic Review With Meta-Analysis and Reliability Analysis of Visibility Measures

Open Access
|Jan 2025

Figures & Tables

joc-8-1-419-g1.png
Figure 1

Example of stimulus presentation procedures in the syntactic priming task. Note. Adapted from ‘Subliminal syntactic priming’ by Berkovitch, L. and Dehaene, S. 2019, Cognitive Psychology, 109, p. 30. Stimulus presentation procedure for unmasked and masked trials, Experiment 1. Prime and target words were originally presented in French. In this example, the prime is a noun and the target is a verb (incongruent trial).

Table 1

Experimental and statistical information of the study performed by Berkovitch and Dehaene (2019).

VISIBILITY TASKMASKED PRIMING TASK
EXPERIMENTn# TRIALSVISIBILITY (d’)# TRIALSPRIMING (ms)PEARSON r
11660  0.032406*–0.5*
21940–0.24*2407*N.R.
31660  0.122407*N.R.
42464  0.21*4805*N.R.
52464  0.0748017***N.R.

[i] Note. The values included in this table correspond to those reported by Berkovitch and Dehaene (2019), *p < 0.05, ***p < 0.001, N.R. = Not Reported.

joc-8-1-419-g2.png
Figure 2

PRISMA 2020 flow diagram of the literature search strategy (Page et al., 2021).

joc-8-1-419-g3.png
Figure 3

Forest-plot of the d’ meta-analysis. Experiments included are coded in the left column according to the initial letters of the names of the authors, followed by the last two digits of the year of publication, and the number of the experiment within the study, or its category (Pilot, Main).

joc-8-1-419-g4.png
Figure 4

Forest plot representing the results of the Cohen’s dz meta-analysis. Experiments included are coded in the left column according to the initial letters of the names of the authors, followed by the last two digits of the year of publication, and the number of the experiment within the study, or its category (Pilot, Main).

Table 2

Values for the statistical parameters of each study included in the meta-analysis.

STUDYEXPERIMENTntdSTANDARD ERRORCOHEN’S dzPOWERBF10
ARHOE-13ARHOE-13-16  2.07  0.1000.048  0.8450.1311.335
ARHOE-13-317  1.87  0.0500.027  0.4530.3561.028
ARHOE-13-418  1.73  0.0500.029  0.4080.3760.841
IS-14IS-14-Pilot10  0.24  0.0200.083  0.0760.2140.316
IS-14-Main15  1.60  0.2000.125  0.4130.3160.745
BD-19BD-19-116  0.40  0.0300.075  0.1000.3370.274
BD-19-219– 2.60– 0.2400.092– 0.5960.3953.190
BD-19-316  1.83  0.1200.065  0.4570.3370.985
BD-19-424  2.38  0.2150.090  0.4860.4872.197
BD-19-524  0.94  0.0700.074  0.1920.4870.319
PMZ-23PMZ-23-Pilot-119  1.80  0.1600.089  0.4130.3950.912
PMZ-23-Pilot-219  2.98  0.3400.114  0.6840.3956.248
PMZ-23-Pilot-319  3.28  0.3000.091  0.7520.39510.868
PMZ-23-136  3.52  0.1600.045  0.5870.66826.416
PMZ-23-239  3.85  0.1700.044  0.6160.70564.115
PMZ-23-331  3.92  0.1600.041  0.7040.60063.534

[i] Note. Experiments included are coded in the second left column according to the initial letters of the names of the authors (same as the Studies, in the leftmost column), followed by the last two digits of the year of publication, and the number of the experiment within the study, or its category (Pilot, Main). Pyatigorskaya, Maran, and Zaccarella (2023) reported t-values against 0.12 in their three main experiments. Therefore, we calculated the t-values against zero by dividing the d’ by the standard error.

joc-8-1-419-g5.png
Figure 5

Violin plots representing the distribution of permuted reliability scores computed as split-half correlations (rxx) for priming and visibility tasks across the five experiments conducted by Berkovitch and Dehaene (2019). Diamonds indicate the mean rxx for each experiment. Crosses represent the corresponding mean Spearman-Brown correction (r*xx) with negative values treated as zero.

joc-8-1-419-g6.png
Figure 6

Representation of the correlation between the performance in the masked priming task and the visibility task across the five experiments. Each dot represents an individual participant, with different colors referring to each of the five experiments. The colored lines represent the trend of the correlation for each experimental sample. The black line depicts the trend for the five experiments combined.

joc-8-1-419-g7.png
Figure 7

Sensitivity across tasks in Berkovitch and Dehaene’s (2019) dataset. The upper panel (A.) corresponds to the masked priming task. dpriming is plotted across the five experiments. The dotted red line represents the mean dpriming = 0.113. The lower panel (B.) refers to the visibility task for which d’ is plotted. The dotted red line represents the mean d’ = 0.045.

DOI: https://doi.org/10.5334/joc.419 | Journal eISSN: 2514-4820
Language: English
Submitted on: May 31, 2024
|
Accepted on: Nov 10, 2024
|
Published on: Jan 7, 2025
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 David Hernández-Gutiérrez, Miguel A. Sorrel, David R. Shanks, Miguel A. Vadillo, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.