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Mechanisms of Training-Related Change in Processing Speed: A Drift-Diffusion Model Approach Cover

Mechanisms of Training-Related Change in Processing Speed: A Drift-Diffusion Model Approach

Open Access
|Aug 2023

Figures & Tables

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Figure 1

Illustration of the Drift-Diffusion Model. See main text for further information. From “Mechanisms of processing speed training and transfer effects across the adult lifespan: protocol of a multi-site cognitive training study,” by von Bastian, C. C., Reinhartz, A., Udale, R. C., Grégoire, S., Essounni, M., Belleville, S., & Strobach, T. (2022). Mechanisms of processing speed training and transfer effects across the adult lifespan: Protocol of a multi-site cognitive training study. BMC Psychology, 10, Article 168. https://doi.org/10.1186/s40359-022-00877-7. Copyright 2022 CC BY 4.0.

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Figure 2

Examples of Fractal Patterns in the Pattern-Matching Task.

Table 1

Overview of Trial, Session, and Participant Count per Task.

TASK
FACESDIGITSPATTERNS
Data Recorded (N)
Trials299,260299,000296,799
Sessions599598598
Participants303030
Data Treatment Steps (% Remaining Trials)
1. RT (<250 ms; >2.5 MAD)95.09%95.48%94.84%
2. Sessions (<125 trials)94.75%
3. Sessions (<4% errors)88.32%64.61%
4. Participants (<10 sessions)87.04%61.25%
Data Post-Treatment (N)
Trials284,564260,256181,783
Sessions599545385
Participants302925

[i] Note. This table summarizes the number of trials, sessions, and participants in each task before and after data treatment steps.

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Figure 3

Graphical Illustration of Model Fit as a Function of Errors and Reaction Time Quartiles.

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Figure 4

Training Effects on Mean Reaction Times (RTs) and Error Rates in the Individual Matching Tasks. RTs are to correct responses only. The error bars denote approximated 95% confidence intervals for within-subjects comparisons calculated according to Cousineau (2005) and Morey (2008). Note that there are differences in the number of available data points per session and task due to the reported data treatment.

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Figure 5

Training Effects on Diffusion-Model Parameters in the Individual Matching Tasks. The error bars denote approximated 95% confidence intervals for within-subjects comparisons calculated according to Cousineau (2005) and Morey (2008). Note that there are differences in the number of available data points per session and task due to the reported data treatment.

DOI: https://doi.org/10.5334/joc.310 | Journal eISSN: 2514-4820
Language: English
Submitted on: Mar 1, 2023
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Accepted on: Jul 17, 2023
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Published on: Aug 18, 2023
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2023 Alice Reinhartz, Tilo Strobach, Thomas Jacobsen, Claudia C. von Bastian, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.