Preliminary development of a simple statistical tool for estimating mental model states from a diagnostic test

Science knowledge is reflected in mental models that students tend to form when dealing with science phenomena. One way to identify students’ mental models about scientific concepts is the use of diagnostic tests (inventories). Even though several statistical approaches and tools intended for the an...

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Autores principales: Alexander Volfson, Haim Eshach, Yuval Ben-Abu
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Lenguaje:EN
Publicado: American Physical Society 2021
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Acceso en línea:https://doaj.org/article/9317cd3463cc49e3ae36ef51b7438cea
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spelling oai:doaj.org-article:9317cd3463cc49e3ae36ef51b7438cea2021-12-02T19:14:00ZPreliminary development of a simple statistical tool for estimating mental model states from a diagnostic test10.1103/PhysRevPhysEducRes.17.0231052469-9896https://doaj.org/article/9317cd3463cc49e3ae36ef51b7438cea2021-09-01T00:00:00Zhttp://doi.org/10.1103/PhysRevPhysEducRes.17.023105http://doi.org/10.1103/PhysRevPhysEducRes.17.023105https://doaj.org/toc/2469-9896Science knowledge is reflected in mental models that students tend to form when dealing with science phenomena. One way to identify students’ mental models about scientific concepts is the use of diagnostic tests (inventories). Even though several statistical approaches and tools intended for the analysis of such inventories’ results exist in the literature, there are certain inventories for which analysis might require the development of more convenient tools. Thus, there seems to be no simple way to handle the results of inventories whose items include different numbers of statements, the number of statements relating to the same mental model within an item is not fixed, and neutral distractors are possible. This exploratory study aims at meeting this challenge and suggests a relatively simple statistic F_{2m} for estimating the mental model state of a subject or a group of subjects in the case of two mental models under consideration, providing a preliminary estimation of F_{2m} consistency using the results of the sound concept inventory instrument.Alexander VolfsonHaim EshachYuval Ben-AbuAmerican Physical SocietyarticleSpecial aspects of educationLC8-6691PhysicsQC1-999ENPhysical Review Physics Education Research, Vol 17, Iss 2, p 023105 (2021)
institution DOAJ
collection DOAJ
language EN
topic Special aspects of education
LC8-6691
Physics
QC1-999
spellingShingle Special aspects of education
LC8-6691
Physics
QC1-999
Alexander Volfson
Haim Eshach
Yuval Ben-Abu
Preliminary development of a simple statistical tool for estimating mental model states from a diagnostic test
description Science knowledge is reflected in mental models that students tend to form when dealing with science phenomena. One way to identify students’ mental models about scientific concepts is the use of diagnostic tests (inventories). Even though several statistical approaches and tools intended for the analysis of such inventories’ results exist in the literature, there are certain inventories for which analysis might require the development of more convenient tools. Thus, there seems to be no simple way to handle the results of inventories whose items include different numbers of statements, the number of statements relating to the same mental model within an item is not fixed, and neutral distractors are possible. This exploratory study aims at meeting this challenge and suggests a relatively simple statistic F_{2m} for estimating the mental model state of a subject or a group of subjects in the case of two mental models under consideration, providing a preliminary estimation of F_{2m} consistency using the results of the sound concept inventory instrument.
format article
author Alexander Volfson
Haim Eshach
Yuval Ben-Abu
author_facet Alexander Volfson
Haim Eshach
Yuval Ben-Abu
author_sort Alexander Volfson
title Preliminary development of a simple statistical tool for estimating mental model states from a diagnostic test
title_short Preliminary development of a simple statistical tool for estimating mental model states from a diagnostic test
title_full Preliminary development of a simple statistical tool for estimating mental model states from a diagnostic test
title_fullStr Preliminary development of a simple statistical tool for estimating mental model states from a diagnostic test
title_full_unstemmed Preliminary development of a simple statistical tool for estimating mental model states from a diagnostic test
title_sort preliminary development of a simple statistical tool for estimating mental model states from a diagnostic test
publisher American Physical Society
publishDate 2021
url https://doaj.org/article/9317cd3463cc49e3ae36ef51b7438cea
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