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Finding formulas: Does active search facilitate appropriate generalization?

BACKGROUND: One criterion of adaptive learning is appropriate generalization to new instances based on the original learning context and avoiding overgeneralization. Appropriate generalization requires understanding what features of a solution are applicable in a new context and whether the new cont...

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Autores principales: Hallinen, Nicole R., Sprague, Lauren N., Blair, Kristen P., Adler, Rebecca M., Newcombe, Nora S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8289958/
https://www.ncbi.nlm.nih.gov/pubmed/34279745
http://dx.doi.org/10.1186/s41235-021-00316-y
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author Hallinen, Nicole R.
Sprague, Lauren N.
Blair, Kristen P.
Adler, Rebecca M.
Newcombe, Nora S.
author_facet Hallinen, Nicole R.
Sprague, Lauren N.
Blair, Kristen P.
Adler, Rebecca M.
Newcombe, Nora S.
author_sort Hallinen, Nicole R.
collection PubMed
description BACKGROUND: One criterion of adaptive learning is appropriate generalization to new instances based on the original learning context and avoiding overgeneralization. Appropriate generalization requires understanding what features of a solution are applicable in a new context and whether the new context requires modifications or a new approach. In a series of three experiments, we investigate whether searching for an algebraic formalism before receiving direct instruction facilitates appropriate generalization. RESULTS: (1) Searching buffers against negative transfer: participants who first searched for an equation were less likely to overgeneralize compared to participants who completed a tell-and-practice activity. (2) Likelihood of creating a correct new adaptation varied by performance on the searching task. (3) Asking people to sketch alleviated some of the negative effects of tell-and-practice, but sketching did not augment the effect of searching. (4) When participants received more elaborate tell-and-practice instruction, the advantages of searching were less notable. CONCLUSIONS: Searching for an algebraic formula prior to direct instruction may be a productive way to help learners connect a formula to its referent and avoid overgeneralization. Tell-and-practice instruction that only described the mathematical procedures led to the greatest levels of overgeneralization errors and worst performance. Tell-and-practice instruction that highlighted connections between the mathematical structure of the formula and the visual referent performed at similar or marginally worse levels than the search-first conditions.
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spelling pubmed-82899582021-08-05 Finding formulas: Does active search facilitate appropriate generalization? Hallinen, Nicole R. Sprague, Lauren N. Blair, Kristen P. Adler, Rebecca M. Newcombe, Nora S. Cogn Res Princ Implic Original Article BACKGROUND: One criterion of adaptive learning is appropriate generalization to new instances based on the original learning context and avoiding overgeneralization. Appropriate generalization requires understanding what features of a solution are applicable in a new context and whether the new context requires modifications or a new approach. In a series of three experiments, we investigate whether searching for an algebraic formalism before receiving direct instruction facilitates appropriate generalization. RESULTS: (1) Searching buffers against negative transfer: participants who first searched for an equation were less likely to overgeneralize compared to participants who completed a tell-and-practice activity. (2) Likelihood of creating a correct new adaptation varied by performance on the searching task. (3) Asking people to sketch alleviated some of the negative effects of tell-and-practice, but sketching did not augment the effect of searching. (4) When participants received more elaborate tell-and-practice instruction, the advantages of searching were less notable. CONCLUSIONS: Searching for an algebraic formula prior to direct instruction may be a productive way to help learners connect a formula to its referent and avoid overgeneralization. Tell-and-practice instruction that only described the mathematical procedures led to the greatest levels of overgeneralization errors and worst performance. Tell-and-practice instruction that highlighted connections between the mathematical structure of the formula and the visual referent performed at similar or marginally worse levels than the search-first conditions. Springer International Publishing 2021-07-19 /pmc/articles/PMC8289958/ /pubmed/34279745 http://dx.doi.org/10.1186/s41235-021-00316-y Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Article
Hallinen, Nicole R.
Sprague, Lauren N.
Blair, Kristen P.
Adler, Rebecca M.
Newcombe, Nora S.
Finding formulas: Does active search facilitate appropriate generalization?
title Finding formulas: Does active search facilitate appropriate generalization?
title_full Finding formulas: Does active search facilitate appropriate generalization?
title_fullStr Finding formulas: Does active search facilitate appropriate generalization?
title_full_unstemmed Finding formulas: Does active search facilitate appropriate generalization?
title_short Finding formulas: Does active search facilitate appropriate generalization?
title_sort finding formulas: does active search facilitate appropriate generalization?
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8289958/
https://www.ncbi.nlm.nih.gov/pubmed/34279745
http://dx.doi.org/10.1186/s41235-021-00316-y
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