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Dissociating task acquisition from expression during learning reveals latent knowledge
Performance on cognitive tasks during learning is used to measure knowledge, yet it remains controversial since such testing is susceptible to contextual factors. To what extent does performance during learning depend on the testing context, rather than underlying knowledge? We trained mice, rats an...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6517418/ https://www.ncbi.nlm.nih.gov/pubmed/31089133 http://dx.doi.org/10.1038/s41467-019-10089-0 |
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author | Kuchibhotla, Kishore V. Hindmarsh Sten, Tom Papadoyannis, Eleni S. Elnozahy, Sarah Fogelson, Kelly A. Kumar, Rupesh Boubenec, Yves Holland, Peter C. Ostojic, Srdjan Froemke, Robert C. |
author_facet | Kuchibhotla, Kishore V. Hindmarsh Sten, Tom Papadoyannis, Eleni S. Elnozahy, Sarah Fogelson, Kelly A. Kumar, Rupesh Boubenec, Yves Holland, Peter C. Ostojic, Srdjan Froemke, Robert C. |
author_sort | Kuchibhotla, Kishore V. |
collection | PubMed |
description | Performance on cognitive tasks during learning is used to measure knowledge, yet it remains controversial since such testing is susceptible to contextual factors. To what extent does performance during learning depend on the testing context, rather than underlying knowledge? We trained mice, rats and ferrets on a range of tasks to examine how testing context impacts the acquisition of knowledge versus its expression. We interleaved reinforced trials with probe trials in which we omitted reinforcement. Across tasks, each animal species performed remarkably better in probe trials during learning and inter-animal variability was strikingly reduced. Reinforcement feedback is thus critical for learning-related behavioral improvements but, paradoxically masks the expression of underlying knowledge. We capture these results with a network model in which learning occurs during reinforced trials while context modulates only the read-out parameters. Probing learning by omitting reinforcement thus uncovers latent knowledge and identifies context- not “smartness”- as the major source of individual variability. |
format | Online Article Text |
id | pubmed-6517418 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-65174182019-05-16 Dissociating task acquisition from expression during learning reveals latent knowledge Kuchibhotla, Kishore V. Hindmarsh Sten, Tom Papadoyannis, Eleni S. Elnozahy, Sarah Fogelson, Kelly A. Kumar, Rupesh Boubenec, Yves Holland, Peter C. Ostojic, Srdjan Froemke, Robert C. Nat Commun Article Performance on cognitive tasks during learning is used to measure knowledge, yet it remains controversial since such testing is susceptible to contextual factors. To what extent does performance during learning depend on the testing context, rather than underlying knowledge? We trained mice, rats and ferrets on a range of tasks to examine how testing context impacts the acquisition of knowledge versus its expression. We interleaved reinforced trials with probe trials in which we omitted reinforcement. Across tasks, each animal species performed remarkably better in probe trials during learning and inter-animal variability was strikingly reduced. Reinforcement feedback is thus critical for learning-related behavioral improvements but, paradoxically masks the expression of underlying knowledge. We capture these results with a network model in which learning occurs during reinforced trials while context modulates only the read-out parameters. Probing learning by omitting reinforcement thus uncovers latent knowledge and identifies context- not “smartness”- as the major source of individual variability. Nature Publishing Group UK 2019-05-14 /pmc/articles/PMC6517418/ /pubmed/31089133 http://dx.doi.org/10.1038/s41467-019-10089-0 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Kuchibhotla, Kishore V. Hindmarsh Sten, Tom Papadoyannis, Eleni S. Elnozahy, Sarah Fogelson, Kelly A. Kumar, Rupesh Boubenec, Yves Holland, Peter C. Ostojic, Srdjan Froemke, Robert C. Dissociating task acquisition from expression during learning reveals latent knowledge |
title | Dissociating task acquisition from expression during learning reveals latent knowledge |
title_full | Dissociating task acquisition from expression during learning reveals latent knowledge |
title_fullStr | Dissociating task acquisition from expression during learning reveals latent knowledge |
title_full_unstemmed | Dissociating task acquisition from expression during learning reveals latent knowledge |
title_short | Dissociating task acquisition from expression during learning reveals latent knowledge |
title_sort | dissociating task acquisition from expression during learning reveals latent knowledge |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6517418/ https://www.ncbi.nlm.nih.gov/pubmed/31089133 http://dx.doi.org/10.1038/s41467-019-10089-0 |
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