PLU - May 2023

Models-Based Science Teaching

by: Steven W. Gilbert

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Humans perceive the world by constructing mental models—telling a story, interpreting a map, reading a book. Every way we interact with the world involves mental models, whether creating new ones or building on existing models with the introduction of new information. In Models-Based Science Teaching, author and educator Steven Gilbert explores the concept of mental models in relation to the learning of science, and how we can apply this understanding when we teach science. Practicing science teachers at all levels who want to explore new and better ways to frame and model science will find value in this book. Models-Based Science Teaching is concerned with building models of learning that helps students of all ages understand four basic ideas:

• When they learn something, they are constructing mental models that are by nature simplified and subject to change.
• These models are adopted because they work and not necessarily because they are the only true and most effective ways of understanding the world.
• No one has a complete grasp of any model, and most of the time we are working with approximations of a situation.
• What we create when we communicate are expressions of our inner mental models.

Rather than advocating a rigid curriculum, Gilbert asserts that models-based science teaching embraces the creativity inherent in science and in learning, saying, “The best way to engage students in the creativity of science is engage them in inquiry, beginning with the creation of a problem and ending with a completed expressed model.”

Table of Contents

Preface


About the Author






Chapter 1: MBST and the Nature of Models


What is This Book About?


Defining Models


Summary


For Discussion


References





Chapter 2: Mental Models


Body and Mind


Mind and Mental Models


The Rationale for Mental Models


Incorporating New Information


The Organization of Mental Models


Mental Models and Learning


Propositions and Parsimony


Truths, Archetypes and Creativity


For Discussion


References





Chapter 3: The Nature of Science


Defining Science and Technology


Rethinking the Relationship of Science and Technology


The Processes of Science


The Design of Scientific Tests


Quantitative and Qualitative Models


Statistical Reliability and Validity


Scientific Models and the Stability of Targets


Parsimony and Model Building


An MBST View of Modern Science


Template for the Scientific Model


Summary


For Discussion and Practice


References





Chapter 4: Models and Science Teaching


Content to Inquiry to Model Building


Modeling Science at Different Grade levels


MBST at the Elementary Level


MBST at the Secondary Level


Examples of MBST at Several Grade Levels


Lesson Planning for MBST


Summary


For Discussion and Practice


References





Chapter 5: Building Models in the Classroom


Parsimony and the Organization of Instruction


The Spiral Curriculum


Exploring and Explaining Analogies


Models in School Science Reports


Verbal Modeling


Problem Statements


Theoretical Analyses


Hypothetical Models


Qualitative Descriptive Models


Procedural and Data Models


Models of Results, Discussions, and Conclusions


Mathematical Models


Tabular Data Models


Statistical Models


Formulas and Equations


Graphical Models


Diagrammatic and Pictorial Models


How to Select Elements, Build, and Evaluate a Scientific Model


Finding and Accounting for Errors in Scientific Model Building


Engaging Students in Assessing the Validity and Reliability of Their Models


From Model to Target(s): the Fine Art of Generalizing


The Scientific Research Model


What is the Problem and Reason for Building the Model?


What Could the Model Look Like?


What Data are Most Likely to Reveal Key Relationships?


How Should Data be Treated and Interpreted?


What Outcomes are Likely, Including Potential Misconceptions?


How can the Model be Generalized and Limited?


What Does the Model Reveal About Science and the Context of Science?


How can the Model be Enriched?


Summary


For Discussion and Practice


References





Chapter 6: The Creative Processes of Science


The Art of Creating Problems


Analogy, Simile, and Metaphor in Science


Creativity and Conceptual Blending


Infusing Creativity into School Science


Engaging in Creative Inquiry


Engaging in Visualization


Creating Stories


Brainstorming


What Could Happen If . . .


Summary


For Discussion and Practice


References





Chapter 7: MBST and the Scientific Worldview

Defining a Model of a Scientific Worldview


Characteristics of a Scientific Society


Science and the Mythical Model


Science and Supernatural Modeling


Science and Religious Models


Science, the Media, and Informal Experts


The Scientific Worldview and Professional Science


Developing the Scientific Worldview in the Classroom

Summary


For Discussion and Practice





Appendix 1: Student Readings


Appendix 2: Recommended Resources





Index

Download a sample chapter

Grade Levels

Elementary High School Middle School

Topics

New Science Teachers Professional Learning Teacher Preparation Teaching Strategies

Details

Type NSTA Press BookPub Date 9/28/2011ISBN 978-1-936137-23-7Stock # PB299X

NSTA Press produces classroom-ready activities, hands-on approaches to inquiry, relevant professional development, the latest scientific education news and research, assessment and standards-based instruction.

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