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(1)

Students’ use of physical models to

experience key aspects of scientists’

knowledge creation process

Kim

 

A.

 

Kastens,

 

Education

 

Development

 

Center

Ann

 

Rivet,

 

Teachers

 

College

Cheryl

 

Lyons,

 

Teachers

 

College

Alison

 

R.

 

Miller,

 

Teachers

 

College

Bridging the Gap between Tabletop Models and the Earth System

NARST

Puerto

 

Rico

April

 

8,

 

2013

(2)

Our teachers—excellent though they

are—do not view teaching about

models as a goal of Regents Earth

Science

STANDARD

 

4:

Students will understand and apply 

scientific concepts, principles, and 

theories pertaining to the physical

setting and living environment and 

recognize the historical development of 

ideas in science.

(3)

In our professional development, we

discussed…

Students aren’t just learning about moon

phases, or seasons, or deposition…

At the same time, they are learning about

models and modeling.

Strategic Decision:

How overt do you want to be

about discussing the scientific practice of

modeling?

(4)

Kinds of models

Mental

 

models

Expressed

 

models

Diagrammatic

 

models

Mathematical

 

models

Physical

 

(concrete)

 

models

Static

 

scale

 

models

Runnable

 

physical

 

models

Computer

 

models

(5)

Kinds of models

Mental

 

models

Expressed

 

models

Diagrammatic

 

models

Mathematical

 

models

Physical

 

(concrete)

 

models

Static

 

scale

 

models

Runnable

 

physical

 

models

Computer

 

models

Conceptual

 

Model

Conceptual

 

Model

All are “simplified representations

of objects, structures, or systems

used in analysis, explanation,

interpretation, or design.”

(6)

“Models are simplified representations of objects, structures, or

systems used in analysis, explanation, interpretation, or

design.”

• Models help us explain our ideas more clearly to

other people.

• Models get our ideas out there in public where we

can argue about them with other people and test

their validity against data.

• Model + Brain can answer harder questions and

solve harder problems than brain alone.

(7)

Expressed runnable models are not just for communicating or

demonstrating or revealing what scientists already know….

physical

 

model

computational

 

model

(8)

Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Improve  model Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations

Make  more 

Observations

OK. So how does this brain-extending process work when scientists learn

from external runnable models?

(9)

Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Improve  model Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations Make  more  Observations

The problem:

Nearly

invisible to

students and

the public

(10)

Improve  model Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations

Make  more 

Observations

Earth Science example: Global climate model

Seasons;

 

Latitudinal

 

variation;

ice

 

ages

Milankovitch model:

 

orbital

 

forcing

 

glacial/interglacial

amplitude

 

in

 

sediments

Model

 

behavior

 

matches

 

timing

 

but

 

not

 

amplitude

 

in

 

sediments

Add

 

positive

 

feedback

 

loops

Predictions

 

about

 

latitudinal

 

distribution

 

of

 

warming

 

with

 

increased

 

CO2

 

Poles

 

are

 

warming

 

faster

 

than

 

low

 

latitudes

Forecasts

 

of

 

future

 

sealevel

and

 

temperature

(11)

Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Improve  model Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations

Make  more 

Observations

How can we make the obscured steps more salient?

Nearly

invisible to

students and

the public

(12)

Our project developed three candidate

strategies for better teaching and

learning with models

(a) Explicitly teach and practice analogic

mapping, articulating correspondences

and non-correspondences

Familiar

       

Unfamiliar

(b) Use models as a tool for

solving problems and

answering questions.

(c) Use models as a tool

for reasoning about

Earth data.

(13)

Improve  model Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations

Make  more 

Observations

Strategies suggested in our project:

Strategy A:  Map 

correspondences and non‐

correspondences between 

model and referent

Strategy C: Use models as a tool for reasoning about Earth data.

(14)

Appendix F: Scientific & Engineering Practices

Practice 2: Developing and Using Models

(15)

Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Improve  model Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations Make  more  Observations

NGSS Practice 2:

Gr 2: Develop …  models (e.g. …  physical replicas….)  that represent …  patterns in the  natural … world.  Gr 12: Use  models… to  predict  phenomena…. Gr 8: Modify a  model … to explore  what will happen if 

a component is  changed.. 

Gr 12: evaluate the  merits and limitations  of two different models 

of the same … system  in order to select … a  model that best fits the 

evidence.  Gr 8: Modify  models—based on  their limitations—to  increase detail or  clarity 

(16)

Would it possible for students to experience the entire knowledge-construction

cycle using simple physical models? We think so….

Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Improve  model Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations Make  more  Observations From assorted  From assorted  balls, lights,  sticks, string Ambiguity:   Ambiguity:   which way 

does moon go? Make lunar 

(17)

Ambiguity:  Which  direction does the Moon go around the Earth?

.

North Pole

.

North Pole

Compare  behavior of model  with behavior of  earth captured in  data Improve  model

Northern

 

Hemisphere

(18)

Would it possible for students to experience the entire knowledge-construction

cycle using simple physical models? We think so….

Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Improve  model Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations Make  more  Observations From assorted  From assorted  balls, lights,  sticks, string Ambiguity:   Ambiguity:   which way 

does moon go? Moon must   Moon must   move CCW (as  seen from N) Make lunar  calendar

(19)

Southern

 

Hemisphere

Northern

 

Hemisphere

Southern

 

Hemisphere

Make predictions  to 

(20)

Would it possible for students to experience the entire knowledge-construction

cycle using simple physical models? We think so….

Make   Observations Interpret  observations as  result of processes Represent  processes in an  expressed  runnable model Compare  behavior of model  with behavior of  earth captured in  data Improve  model Make predictions  to  challenge model

Use model to infer 

system behavior at times 

and places where you 

have no observations Make  more  Observations From assorted  From assorted  balls, lights,  sticks, string Ambiguity:   Ambiguity:   which way 

does moon go? Moon must   Moon must   move CCW (as  seen from N) Predict moon  hemisphere Predict moon  phases in  Southern  hemisphere Compare S.  predication Compare S.  Hemisphere  data with  predication Make lunar  calendar

(21)

Take-home messages

The way in which scientists use expressed runnable models to

create new knowledge (as opposed to demonstrating existing

knowledge) is obscure to most students, teachers, and the public.

This is a problem, because expressed runnable models underlie

many of the most important and controversial advances in modern

science.

It should be possible to build learning experiences that work

through the scientists’ model-using knowledge-creation process,

even using simple, transparent physical models.

(22)

Questions?

Kim

 

A.

 

Kastens,

 

EDC

Ann

 

Rivet,

 

Teachers

 

College

Cheryl

 

Lyons,

 

Teachers

 

College

Alison

 

R.

 

Miller,

 

Teachers

 

College

References

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