Cargando…

Testing the skill-based approach: Consolidation strategy impacts attentional blink performance

Humans can learn simple new tasks very quickly. This ability suggests that people can reuse previously learned procedural knowledge when it applies to a new context. We have proposed a modeling approach based on this idea and used it to create a model of the attentional blink (AB). The main idea of...

Descripción completa

Detalles Bibliográficos
Autores principales: Hoekstra, Corné, Martens, Sander, Taatgen, Niels A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8782399/
https://www.ncbi.nlm.nih.gov/pubmed/35061799
http://dx.doi.org/10.1371/journal.pone.0262350
_version_ 1784638306364948480
author Hoekstra, Corné
Martens, Sander
Taatgen, Niels A.
author_facet Hoekstra, Corné
Martens, Sander
Taatgen, Niels A.
author_sort Hoekstra, Corné
collection PubMed
description Humans can learn simple new tasks very quickly. This ability suggests that people can reuse previously learned procedural knowledge when it applies to a new context. We have proposed a modeling approach based on this idea and used it to create a model of the attentional blink (AB). The main idea of the skill-based approach is that models are not created from scratch but, instead, built up from reusable pieces of procedural knowledge (skills). This approach not only provides an explanation for the fast learning of simple tasks but also shows much promise to improve certain aspects of cognitive modeling (e.g., robustness and generalizability). We performed two experiments, in order to collect empirical support for the model’s prediction that the AB will disappear when the two targets are consolidated as a single chunk. Firstly, we performed an unsuccessful replication of a study reporting that the AB disappears when participants are instructed to remember the targets as a syllable. However, a subsequent experiment using easily combinable stimuli supported the model’s prediction and showed a strongly reduced AB in a large group of participants. This result suggests that it is possible to avoid the AB with the right consolidation strategy. The skill-based approach allowed relating this finding to a general cognitive process, thereby demonstrating that incorporating this approach can be very helpful to generalize the findings of cognitive models, which otherwise tends to be rather difficult.
format Online
Article
Text
id pubmed-8782399
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-87823992022-01-22 Testing the skill-based approach: Consolidation strategy impacts attentional blink performance Hoekstra, Corné Martens, Sander Taatgen, Niels A. PLoS One Research Article Humans can learn simple new tasks very quickly. This ability suggests that people can reuse previously learned procedural knowledge when it applies to a new context. We have proposed a modeling approach based on this idea and used it to create a model of the attentional blink (AB). The main idea of the skill-based approach is that models are not created from scratch but, instead, built up from reusable pieces of procedural knowledge (skills). This approach not only provides an explanation for the fast learning of simple tasks but also shows much promise to improve certain aspects of cognitive modeling (e.g., robustness and generalizability). We performed two experiments, in order to collect empirical support for the model’s prediction that the AB will disappear when the two targets are consolidated as a single chunk. Firstly, we performed an unsuccessful replication of a study reporting that the AB disappears when participants are instructed to remember the targets as a syllable. However, a subsequent experiment using easily combinable stimuli supported the model’s prediction and showed a strongly reduced AB in a large group of participants. This result suggests that it is possible to avoid the AB with the right consolidation strategy. The skill-based approach allowed relating this finding to a general cognitive process, thereby demonstrating that incorporating this approach can be very helpful to generalize the findings of cognitive models, which otherwise tends to be rather difficult. Public Library of Science 2022-01-21 /pmc/articles/PMC8782399/ /pubmed/35061799 http://dx.doi.org/10.1371/journal.pone.0262350 Text en © 2022 Hoekstra et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Hoekstra, Corné
Martens, Sander
Taatgen, Niels A.
Testing the skill-based approach: Consolidation strategy impacts attentional blink performance
title Testing the skill-based approach: Consolidation strategy impacts attentional blink performance
title_full Testing the skill-based approach: Consolidation strategy impacts attentional blink performance
title_fullStr Testing the skill-based approach: Consolidation strategy impacts attentional blink performance
title_full_unstemmed Testing the skill-based approach: Consolidation strategy impacts attentional blink performance
title_short Testing the skill-based approach: Consolidation strategy impacts attentional blink performance
title_sort testing the skill-based approach: consolidation strategy impacts attentional blink performance
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8782399/
https://www.ncbi.nlm.nih.gov/pubmed/35061799
http://dx.doi.org/10.1371/journal.pone.0262350
work_keys_str_mv AT hoekstracorne testingtheskillbasedapproachconsolidationstrategyimpactsattentionalblinkperformance
AT martenssander testingtheskillbasedapproachconsolidationstrategyimpactsattentionalblinkperformance
AT taatgennielsa testingtheskillbasedapproachconsolidationstrategyimpactsattentionalblinkperformance