Model-based reasoning in the physics laboratory: Framework and initial results

[This paper is part of the Focused Collection on Upper Division Physics Courses.] We review and extend existing frameworks on modeling to develop a new framework that describes model-based reasoning in introductory and upper-division physics laboratories. Constructing and using models are core scien...

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Main Authors: Benjamin M. Zwickl, Dehui Hu, Noah Finkelstein, H. J. Lewandowski
Format: Article
Language:English
Published: American Physical Society 2015-09-01
Series:Physical Review Special Topics. Physics Education Research
Online Access:http://doi.org/10.1103/PhysRevSTPER.11.020113
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author Benjamin M. Zwickl
Dehui Hu
Noah Finkelstein
H. J. Lewandowski
author_facet Benjamin M. Zwickl
Dehui Hu
Noah Finkelstein
H. J. Lewandowski
author_sort Benjamin M. Zwickl
collection DOAJ
description [This paper is part of the Focused Collection on Upper Division Physics Courses.] We review and extend existing frameworks on modeling to develop a new framework that describes model-based reasoning in introductory and upper-division physics laboratories. Constructing and using models are core scientific practices that have gained significant attention within K–12 and higher education. Although modeling is a broadly applicable process, within physics education, it has been preferentially applied to the iterative development of broadly applicable principles (e.g., Newton’s laws of motion in introductory mechanics). A significant feature of the new framework is that measurement tools (in addition to the physical system being studied) are subjected to the process of modeling. Think-aloud interviews were used to refine the framework and demonstrate its utility by documenting examples of model-based reasoning in the laboratory. When applied to the think-aloud interviews, the framework captures and differentiates students’ model-based reasoning and helps identify areas of future research. The interviews showed how students productively applied similar facets of modeling to the physical system and measurement tools: construction, prediction, interpretation of data, identification of model limitations, and revision. Finally, we document students’ challenges in explicitly articulating assumptions when constructing models of experimental systems and further challenges in model construction due to students’ insufficient prior conceptual understanding. A modeling perspective reframes many of the seemingly arbitrary technical details of measurement tools and apparatus as an opportunity for authentic and engaging scientific sense making.
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spelling doaj.art-747c66ae3b2b4fd8956d9e79df8323e32022-12-21T23:13:30ZengAmerican Physical SocietyPhysical Review Special Topics. Physics Education Research1554-91782015-09-0111202011310.1103/PhysRevSTPER.11.020113Model-based reasoning in the physics laboratory: Framework and initial resultsBenjamin M. ZwicklDehui HuNoah FinkelsteinH. J. Lewandowski[This paper is part of the Focused Collection on Upper Division Physics Courses.] We review and extend existing frameworks on modeling to develop a new framework that describes model-based reasoning in introductory and upper-division physics laboratories. Constructing and using models are core scientific practices that have gained significant attention within K–12 and higher education. Although modeling is a broadly applicable process, within physics education, it has been preferentially applied to the iterative development of broadly applicable principles (e.g., Newton’s laws of motion in introductory mechanics). A significant feature of the new framework is that measurement tools (in addition to the physical system being studied) are subjected to the process of modeling. Think-aloud interviews were used to refine the framework and demonstrate its utility by documenting examples of model-based reasoning in the laboratory. When applied to the think-aloud interviews, the framework captures and differentiates students’ model-based reasoning and helps identify areas of future research. The interviews showed how students productively applied similar facets of modeling to the physical system and measurement tools: construction, prediction, interpretation of data, identification of model limitations, and revision. Finally, we document students’ challenges in explicitly articulating assumptions when constructing models of experimental systems and further challenges in model construction due to students’ insufficient prior conceptual understanding. A modeling perspective reframes many of the seemingly arbitrary technical details of measurement tools and apparatus as an opportunity for authentic and engaging scientific sense making.http://doi.org/10.1103/PhysRevSTPER.11.020113
spellingShingle Benjamin M. Zwickl
Dehui Hu
Noah Finkelstein
H. J. Lewandowski
Model-based reasoning in the physics laboratory: Framework and initial results
Physical Review Special Topics. Physics Education Research
title Model-based reasoning in the physics laboratory: Framework and initial results
title_full Model-based reasoning in the physics laboratory: Framework and initial results
title_fullStr Model-based reasoning in the physics laboratory: Framework and initial results
title_full_unstemmed Model-based reasoning in the physics laboratory: Framework and initial results
title_short Model-based reasoning in the physics laboratory: Framework and initial results
title_sort model based reasoning in the physics laboratory framework and initial results
url http://doi.org/10.1103/PhysRevSTPER.11.020113
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AT hjlewandowski modelbasedreasoninginthephysicslaboratoryframeworkandinitialresults