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Learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels

BACKGROUND: Most science categories are hierarchically organized, with various high-level divisions comprising numerous subtypes. If we suppose that one’s goal is to teach students to classify at the high level, past research has provided mixed evidence about whether an effective strategy is to requ...

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Autores principales: Nosofsky, Robert M., Slaughter, Colin, McDaniel, Mark A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6923306/
https://www.ncbi.nlm.nih.gov/pubmed/31858294
http://dx.doi.org/10.1186/s41235-019-0200-5
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author Nosofsky, Robert M.
Slaughter, Colin
McDaniel, Mark A.
author_facet Nosofsky, Robert M.
Slaughter, Colin
McDaniel, Mark A.
author_sort Nosofsky, Robert M.
collection PubMed
description BACKGROUND: Most science categories are hierarchically organized, with various high-level divisions comprising numerous subtypes. If we suppose that one’s goal is to teach students to classify at the high level, past research has provided mixed evidence about whether an effective strategy is to require simultaneous classification learning of the subtypes. This past research was limited, however, either because authentic science categories were not tested, or because the procedures did not allow participants to form strong associations between subtype-level and high-level category names. Here we investigate a two-stage response-training procedure in which participants provide both a high-level and subtype-level response on most trials, with feedback provided at both levels. The procedure is tested in experiments in which participants learn to classify large sets of rocks that are representative of those taught in geoscience classes. RESULTS: The two-stage procedure yielded high-level classification performance that was as good as the performance of comparison groups who were trained solely at the high level. In addition, the two-stage group achieved far greater knowledge of the hierarchical structure of the categories than did the comparison controls. CONCLUSION: In settings in which students are tasked with learning high-level names for rock types that are commonly taught in geoscience classes, it is best for students to learn simultaneously at the high and subtype levels (using training techniques similar to the presently investigated one). Beyond providing insights into the nature of category learning and representation, these findings have practical significance for improving science education.
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spelling pubmed-69233062020-01-02 Learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels Nosofsky, Robert M. Slaughter, Colin McDaniel, Mark A. Cogn Res Princ Implic Original Article BACKGROUND: Most science categories are hierarchically organized, with various high-level divisions comprising numerous subtypes. If we suppose that one’s goal is to teach students to classify at the high level, past research has provided mixed evidence about whether an effective strategy is to require simultaneous classification learning of the subtypes. This past research was limited, however, either because authentic science categories were not tested, or because the procedures did not allow participants to form strong associations between subtype-level and high-level category names. Here we investigate a two-stage response-training procedure in which participants provide both a high-level and subtype-level response on most trials, with feedback provided at both levels. The procedure is tested in experiments in which participants learn to classify large sets of rocks that are representative of those taught in geoscience classes. RESULTS: The two-stage procedure yielded high-level classification performance that was as good as the performance of comparison groups who were trained solely at the high level. In addition, the two-stage group achieved far greater knowledge of the hierarchical structure of the categories than did the comparison controls. CONCLUSION: In settings in which students are tasked with learning high-level names for rock types that are commonly taught in geoscience classes, it is best for students to learn simultaneously at the high and subtype levels (using training techniques similar to the presently investigated one). Beyond providing insights into the nature of category learning and representation, these findings have practical significance for improving science education. Springer International Publishing 2019-12-19 /pmc/articles/PMC6923306/ /pubmed/31858294 http://dx.doi.org/10.1186/s41235-019-0200-5 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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.
spellingShingle Original Article
Nosofsky, Robert M.
Slaughter, Colin
McDaniel, Mark A.
Learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels
title Learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels
title_full Learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels
title_fullStr Learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels
title_full_unstemmed Learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels
title_short Learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels
title_sort learning hierarchically organized science categories: simultaneous instruction at the high and subtype levels
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6923306/
https://www.ncbi.nlm.nih.gov/pubmed/31858294
http://dx.doi.org/10.1186/s41235-019-0200-5
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