Models in Science and in Learning Science: Focusing Scientific Practice on Sense-making

The central aim of science is to make sense of the world. To move forward as a community endeavor, sense-making must be systematic and focused. The question then is how do scientists actually experience the sense-making process? In this chapter we examine the “practice turn” in science studies and in particular how as a result of this turn scholars have come to realize that models are the “functional unit” of scientific thought and form the center of the reasoning/sense-making process. This chapter will explore a context-dependent view of models and modeling in science. From this analysis we present a framework for delineating the different aspects of model-based reasoning and describe how this view can be useful in educational settings. This framework highlights how modeling supports and focuses scientific practice on sense-making.

[1]  Helen R. Quinn,et al.  A Framework for K-12 Science Education: Practices, Crosscutting Concepts, and Core Ideas , 2013 .

[2]  C. Bicchieri,et al.  PSA: proceedings of the biennial meeting of the Philosophy of Science Association , 2002 .

[3]  Cynthia Passmore,et al.  The Strategies of Modeling in Biology Education , 2013 .

[4]  N. Nersessian,et al.  Science as Psychology: Sense-Making and Identity in Science Practice , 2010 .

[5]  Derek Hodson,et al.  In search of a meaningful relationship: an exploration of some issues relating to integration in science and science education , 1992 .

[6]  Brian J. Reiser,et al.  Classroom communities' adaptations of the practice of scientific argumentation , 2011 .

[7]  Lawrence B. Flick,et al.  Scientific Inquiry and Nature of Science , 2004 .

[8]  Barbara C. Buckley,et al.  Constructing a Typology of Models for Science Education , 2000 .

[9]  Jessica Thompson,et al.  How Novice Science Teachers Appropriate Epistemic Discourses Around Model-Based Inquiry for Use in Classrooms , 2008 .

[10]  A. Hoffman,et al.  Neutral models in biology , 1987 .

[11]  Kathleen E. Metz Narrowing the Gulf between the Practices of Science and the Elementary School Science Classroom , 2008, The Elementary School Journal.

[12]  N. Nersessian The Cognitive Basis of Science: The cognitive basis of model-based reasoning in science , 2002 .

[13]  Kathleen E. Metz Children's Understanding of Scientific Inquiry: Their Conceptualization of Uncertainty in Investigations of Their Own Design , 2004 .

[14]  Richard K. Coll,et al.  Modeling and the Future of Science Learning , 2011 .

[15]  David Hammer,et al.  Misconceptions or P-Prims: How May Alternative Perspectives of Cognitive Structure Influence Instructional Perceptions and Intentions , 1996 .

[16]  Cindy E. Hmelo-Silver,et al.  Comparing expert and novice understanding of a complex system from the perspective of structures, behaviors, and functions , 2004, Cogn. Sci..

[17]  F. Crick,et al.  Molecular Structure of Nucleic Acids: A Structure for Deoxyribose Nucleic Acid , 1953, Nature.

[18]  Jay Odenbaugh,et al.  Idealized, Inaccurate but Successful: A Pragmatic Approach to Evaluating Models in Theoretical Ecology , 2005 .

[19]  Sunny Y. Auyang,et al.  Foundations of Complex-system Theories , 1998 .

[20]  R. A. Engle,et al.  Guiding Principles for Fostering Productive Disciplinary Engagement: Explaining an Emergent Argument in a Community of Learners Classroom , 2002 .

[21]  J. Bransford,et al.  How students learn : history, mathematics, and science in the classroom , 2005 .

[22]  L. Schauble,et al.  Building Functional Models: Designing an Elbow , 1997 .

[23]  Florian Böttcher,et al.  Argumentation in Science Education: A Model-based Framework , 2011 .

[24]  M. R. Matthews,et al.  Models in science and in science education: an introduction , 2007 .

[25]  Kathleen E. Metz The Knowledge Building Enterprises In Science And Elementary School Science Classrooms , 2006 .

[26]  John J. Clement,et al.  Model based learning as a key research area for science education , 2000 .

[27]  Janice D. Gobert,et al.  The Effects of Different learning Tasks on Model-building in Plate Tectonics: Diagramming Versus Explaining , 2005 .

[28]  C. Schwarz,et al.  Engaging Elementary Students in Scientific Modeling: The MoDeLS Fifth-Grade Approach and Findings , 2011 .

[29]  J. Clement Learning via Model Construction and Criticism , 1989 .

[30]  Italo Testa,et al.  Improving Prospective Teachers’ Knowledge about Scientific Models and Modelling: Design and evaluation of a teacher education intervention , 2010 .

[31]  Nancy J. Nersessian,et al.  Conceptual change in science and in science education , 1989, Synthese.

[32]  Richard T. Hull,et al.  The Structure and Confirmation of Evolutionary Theory. , 1988 .

[33]  John L. Rudolph,et al.  Epistemology for the Masses: The Origins of “The Scientific Method” in American Schools , 2005, History of Education Quarterly.

[34]  Richard Lehrer,et al.  From Physical Models to Biomechanics: A Design-Based Modeling Approach. , 1998 .

[35]  J. Gilbert,et al.  Developing Models in Science Education , 2000 .

[36]  B. Reiser,et al.  Developing a learning progression for scientific modeling: Making scientific modeling accessible and meaningful for learners , 2009 .

[37]  Michael Ford,et al.  Disciplinary Authority and Accountability in Scientific Practice and Learning , 2008 .

[38]  Kathleen Hogan,et al.  Cognitive Comparisons of Students' Systems Modeling in Ecology , 2001 .

[39]  Routledge,et al.  Routledge Encyclopedia of Philosophy , 1998 .

[40]  Christina V. Schwarz,et al.  Using a guided inquiry and modeling instructional framework (EIMA) to support preservice K‐8 science teaching , 2007 .

[41]  Wolff‐Michael Roth,et al.  The development of science process skills in authentic contexts , 1993 .

[42]  Ravit Golan Duncan,et al.  Learners' Epistemic Criteria for Good Scientific Models. , 2011 .

[43]  Lorenzo Magnani,et al.  Model-Based Reasoning: Science, Technology, Values , 2012 .

[44]  Richard Lehrer,et al.  Modeling Natural Variation Through Distribution , 2004 .

[45]  Nancy J. Nersessian,et al.  Science as Psychology: Acknowledgments , 2010 .

[46]  D. Hodson Towards Scientific Literacy: A Teachers' Guide to the History, Philosophy and Sociology of Science , 2008 .

[47]  M. C. Whiting,et al.  Chemistry through models by Colin J. Suckling, Keith E. Suckling and Charles W. Suckling. Pp. 321. Cambridge University Press, Cambridge U.K. and New York. 1978. £15.00 , 1979 .

[48]  P. Teller Twilight Of The Perfect Model Model , 2001 .

[49]  D. Hodson Laboratory work as scientific method: three decades of confusion and distortion , 1996 .

[50]  Margaret Morrison,et al.  Models as Mediators: Perspectives on Natural and Social Science , 1999 .

[51]  Gregory Cooper,et al.  The Science of the Struggle for Existence: On the Foundations of Ecology , 2003 .

[52]  Ismo T. Koponen,et al.  Models and Modelling in Physics Education: A Critical Re-analysis of Philosophical Underpinnings and Suggestions for Revisions , 2007 .

[53]  M. Flannery Models in Biology , 1997 .

[54]  R. Giere How Models Are Used to Represent Reality , 2004, Philosophy of Science.

[55]  John K. Gilbert,et al.  Models in explanations, Part 1 : Horses for courses? , 1998 .

[56]  Cynthia Passmore,et al.  A modeling approach to teaching evolutionary biology in high schools , 2002 .

[57]  M. R. Matthews,et al.  History, philosophy, and science teaching: The present rapprochement , 1992 .

[58]  John K. Gilbert,et al.  Models and Modelling: Routes to More Authentic Science Education , 2004 .

[59]  Nancy J. Nersessian,et al.  Model-Based Reasoning in Conceptual Change , 1999 .

[60]  Richard A. Duschl,et al.  Teaching scientific inquiry : recommendations for research and implementation , 2008 .

[61]  Nedjeljko Frančula The National Academies Press , 2013 .

[62]  A. Adúriz-Bravo A ‘Semantic’ View of Scientific Models for Science Education , 2013 .

[63]  J. Confrey,et al.  Seeking Diversity in Mathematics Education: Mathematical Modeling in the Practice of Biologists and Mathematicians , 1997 .

[64]  Jessica Thompson,et al.  Beyond the scientific method: Model‐based inquiry as a new paradigm of preference for school science investigations , 2008 .

[65]  Tarja Knuuttila,et al.  Models as epistemic artefacts: Toward a non-representationalist account of scientific representation , 2005 .

[66]  Eve Manz,et al.  Understanding the codevelopment of modeling practice and ecological knowledge , 2012 .

[67]  Mary Ratcliffe,et al.  What “ideas‐about‐science” should be taught in school science? A Delphi study of the expert community , 2003 .

[68]  David F. Treagust,et al.  Learners' mental models of metallic bonding: A cross‐age study , 2003 .

[69]  N. Nersessian Should physicists preach what they practice? , 1995 .

[70]  Stephen M. Downes,et al.  The Importance of Models in Theorizing: A Deflationary Semantic View , 1992, PSA: Proceedings of the Biennial Meeting of the Philosophy of Science Association.

[71]  S. Auyang Foundations of Complex-System Theories: In Economics, Evolutionary Biology, and Statistical Physics , 1998 .

[72]  Elizabeth A. Davis,et al.  Preservice Elementary Teachers' Evaluations of Elementary Students' Scientific Models: An aspect of pedagogical content knowledge for scientific modeling , 2012 .

[73]  John K. Gilbert,et al.  Models in explanations, Part 2: Whose voice? Whose ears? , 1998 .

[74]  R. Giere Explaining Science: A Cognitive Approach , 1991 .

[75]  R. Levins The strategy of model building in population biology , 1966 .

[76]  H. Schweingruber,et al.  TAKING SCIENCE TO SCHOOL: LEARNING AND TEACHING SCIENCE IN GRADES K-8 , 2007 .

[77]  N. Cartwright The dappled world : a study of the boundaries of science , 1999 .

[78]  David F. Treagust,et al.  A typology of school science models , 2000 .

[79]  Cynthia Passmore,et al.  Exploring Opportunities for Argumentation in Modelling Classrooms , 2012 .

[80]  Marcel Boumans,et al.  Built-In Justification , 1999 .

[81]  B. White ThinkerTools: Causal Models, Conceptual Change, and Science Education , 1993 .

[82]  Maria Develaki,et al.  The Model-Based View of Scientific Theories and the Structuring of School Science Programmes , 2007 .

[83]  Nancy Cartwright Models: The Blueprints for Laws , 1997, Philosophy of Science.

[84]  R. Hughes Models as Mediators: The Ising model, computer simulation, and universal physics , 1999 .

[85]  R. Duschl Science Education in Three-Part Harmony: Balancing Conceptual, Epistemic, and Social Learning Goals , 2008 .