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The challenge
of cross-disciplinary
STEM instruction
E. F. (Joe) Redish
University of Maryland
Department of Physics
šø =
š¹
š‘ž
š‘“ š‘„ = šœ†
1 + š‘„
š‘„! + 1
9/6/22 Pi' dBSERC 1
2š“
šµš‘‘
> š‘…
Waitā€¦
What?
Theme song:
Bill Staines, ā€œBridgesā€
Outline
ā€¢ A problem: Non-majors often donā€™t like our classes!
ā€¢ Case study: NEXUS/Physics:
A introductory physics class for life science students
ā€¢ Theoretical framework: Epistemology and ontology
ā€¢ 1. Math: Two cultures separated by a common language
ā€¢ 2. Biology: An example of disciplinary epistemology
ā€¢ 3. Chemistry: An example of disciplinary ontology
ā€¢ What can we do to improve what we do
with students in other disciplines?
9/6/22 Pi' dBSERC 2
Crossing disciplinary boundaries
ā€¢ Modern cutting-edge science often brings
multiple disciplines together.
ā€¢ Physics
ā€¢ Chemistry
ā€¢ Biology
ā€¢ Math
ā€¢ Cross-disciplinary instruction is common
in STEM programs at universities.
ā€¢ There are challenges to cross-disciplinary
communication at any level, from elementary school
to professional collaborations.
9/6/22 Pitt dBSERC 3
These are not always
perceived as successful.
A problem:
Non-majors o1en
donā€™t like our classes!
The challenge of interdisciplinary STEM education
9/6/22 Pitt dBSERC 4
This canā€™t be a problem...
ā€¢ We know how to teach physics.
ā€¢ Physics is physics is physics ... for everybody.
ā€¢ We have a working model ā€“ and dozens of standard
texts we can use with all kinds of resources.
ā€¢ This makes teaching non-majors straightforward
ā€“ even if time consuming due to the difficulty
of administering large-classes.
ā€¢ No thinking required!
5
9/6/22 Pi' dBSERC
šŸ¤·
šŸ¤¦
Unfortunately...
Our non-physics STEM students often donā€™t like our classes.
ā€¢ They see it as a hoop to jump through
rather than something that will help them professionally.
ā€¢ Even if we ā€œmake physics funā€ and they enjoy the class,
they often view physics as being ā€œunrealistic and irrelevantā€
to their professional goals.
ā€¢ They may do the minimum needed to ā€œget throughā€
and not engage intellectually.
ā€¢ As a result, they may not bring to their professional classes
what they were supposed to get from physics.
6
9/6/22 Pitt dBSERC šŸ˜±
While this is most commonly observed
with life-science and health-care students,
it also often is true of engineering students as well!
A case study
ā€¢ Over the past decade I worked with
a multi-disciplinary team to create
an introductory physics course
for life-science students. (IPLS)
ā€¢ This experience provided numerous examples
of the challenges of cross-disciplinary instruction.
ā€¢ I present today my analysis of
some of the things Iā€™ve learned.
9/6/22 Pitt dBSERC 7
Case study
NEXUS/Physics:
A introductory physics class for life science students
9/6/22 Pitt dBSERC 8
A personal trajectory
ā€¢ My department ļ¬rst asked me to teach
algebra-based physics with pre-meds in 1975.
ā€¢ In 1992 I turned my research eļ¬€orts from
Nuclear Theory to Physics EducaMon Research.
ā€¢ Between 2000 and 2009 I did research
on student learning in algebra-based physics
with emphasis on scienMļ¬c skill development.
ā€¢ In 2006 I began a close interacMon with a biologist
and worked with him on adding acMve engagement
to his class in biological diversity.
9/6/22 Pi' dBSERC 9
E. F. Redish and D. Hammer, Am. J. Phys., 77, 629-642 (2009) ā€œTodd the biologistā€
NEXUS/Physics
ā€¢ In 2010, building on that our work
in algebra-based physics and biology,
we were given a challenge grant from HHMI.
ā€¢ Our charge was to reform the physics class
for life science students as part of a national effort
to increase pre-medā€™s skill development
and multi-disciplinary strengths. (National Experiment
in Undergraduate Science Education ā€“ NEXUS).
9/6/22 Pitt dBSERC 10
E. F. Redish, et al. (17!) Am. J. Phys. 82:5 (2014) 368-377. doi: 10.1119/1.4870386
Deep research
ā€¢ We brought together a large team of physicists,
biologists, chemists, curriculum developers,
and education researchers.
ā€¢ We spent a year discussing what physics could do
for biologists and pre-health care students.
ā€¢ We spent two years teaching small classes,
videotaping everything in sight and learning
from listening to (and interviewing) the students.
9/6/22 Pitt dBSERC 11
We learned some things that surprised us
ā€¢ We had not expected to meet serious issues
of disciplinary culture and communica]on.
ā€¢ I know the key to teaching is to learn
to listen to my students.
ā€¢ But I had to learn how to listen both
to my students and to my colleagues
in biology, chemistry, and math.
9/6/22 Pitt dBSERC 12
The problems werenā€™t restricted to students!
Faculty in other disciplines were often hostile
to physics and didnā€™t appreciate its value
in their discipline.
Using our experience as a case study
ā€¢ I have tried to generalize what we have learned
about the barriers to interdisciplinary
communica8on.
ā€¢ Iā€™ll present examples from:
ā€¢ Math
ā€¢ Biology
ā€¢ Chemistry
ā€¢ Iā€™ll analyze these using some general tools
borrowed from the social sciences
9/6/22 Pi' dBSERC 13
Theoretical framework:
Culture
Communication and culture
9/6/22 Pitt dBSERC 14
How do we know what we mean?
ā€¢ We communicate through language,
but what ma^ers is not just words.
We make meaning through associa]ons
to a rich set of knowledge that we bring
from experience.
ā€¢ Meaning is built through the individualā€™s
social and physical knowledge and on their
personal interpreta]on of their situa]on:
culture and context.
9/6/22 Pitt dBSERC 15
Michael Agar, Language Shock: Understanding the Culture of Conversation (Perennial, 1994)
Communication successes
ā€¦ and failures
ā€¢ We understand others
through our common experience and humanity.
ā€¢ We misunderstand others
when we are unaware of our cultural diļ¬€erences.
ā€¢ When we communicate, we are always translaMng,
inferring the speakerā€™s meaning.
ā€¢ But our interpretaMons are cultural and depend on
our own percepMon of the context.
ā€¢ If others bring a diļ¬€erent culture or interpretaMon
of the context than we do, we can have serious confusion.
9/6/22 Pi' dBSERC 16
Alexanderā€™s horned sphere
A topological fractal
Waitā€¦what?
ā€¢ When weā€™re communicating across cultures, we may
run into a surprising difficulty ā€”a ā€œWaitā€¦what?ā€ moment.
ā€¢ We need to understand it as two distinct cultures
reaching for each other. (Agar calls this a ā€œrich pointā€)
ā€¢ We have to put our own culture and assumptions
under scrutiny as well as the one we are observing
in order to understand a rich pointā€™s implications.
ā€¢ Working through a rich point often reveals hidden assumptions
about our own culture.
ā€œIf you hit a rich point, think youā€™ve solved it, and havenā€™t
changed [yourself], then you havenā€™t got it right.ā€ (Agar)
9/6/22 Pi' dBSERC 17
Waitā€¦
What?
Diļ¬€erent scienLļ¬c disciplines
are disLnct cultures
ā€¢ They have different broad goals.
ā€¢ They make different unstated assumptions.
ā€¢ They use language in different ways
(both English and mathematical symbology).
ā€¢ They have different ways of building knowledge
(distinct epistemological resources).
ā€¢ They may put different meanings to concepts
(distinct ontological resources).
ā€¢ They (and we) are often unaware of these differences.
9/6/22 Pitt dBSERC 18
Beyond concepts:
Epistemology and ontology
ā€¢ Content usually focuses on concepts, but how concepts
are built in a discipline depends on the disciplineā€™s handling
of epistemology and ontology.
ā€¢ Epistemology: Knowledge about knowledge
ā€¢ How do we know when we know something?
ā€¢ The tools we use to decide we now something
(epistemological resources) are discipline specific.
ā€¢ Ontology: Knowledge about things
ā€¢ What are the objects and concepts into which we parse the world?
ā€¢ Categories and the way we think about them
are also discipline specific.
9/6/22 Pi' dBSERC 19
Wait ā€¦ what?
1. The way math does math doesnā€™t match physics:
Two cultures separated by a common language
9/6/22 Pi' dBSERC 20
Pi' dBSERC
Epistemological and ontological problems
ā€¢ Many problems that students experience in physics
has to do with the role of math in science,
an ontological misconception about what a symbol means.
ā€¢ Hereā€™s the key:
The way we use math in science
is different from the way it is done in math.
ā€¢ We blend physical concepts with math
and this changes the way we interpret the symbols
9/6/22 21
šŸ”‘
E. F. Redish, The Physics Teacher 59:5 (2021) 314-318. hNps://doi.org/10.1119/5.0021129
Waitā€¦
What?
Really? Consider two examples.
A. 1 inch = 2.54 cm is a legiMmate equaMon but 3 second = 3 cm is not.
B. The Electric field is defined by šø = š¹/š‘ž where š‘ž is the charge on
the test (probe) charge. If š‘ž is replaced by š‘ž/3. šø does not change.
The numerical quantities we deal with in physics are typically NOT numbers,
but stand for something physical that can be quantified in a variety of ways
depending on choices we make. (Dimensional analysis)
The symbols in the equation are not arbitrary mathematical placeholders.
š¹ is not just a symbol; itā€™s the electric force felt by the charge š‘ž.
Changing š‘ž implies that š¹ will change as well.
9/6/22 Pi' dBSERC 22
Redish & Kuo, Language of physics, language of math, Science & EducaAon (2015-03-14)
When asked what happens to E when qā†’q/3
a majority of both biology AND ENGINEERING
students say it becomes 3E (after instruction).
Many problems arise in physics
if you donā€™t make the blend.
ā€¢ Our equations tend to have many more symbols
than in intro math classes. Without the blend,
picking out what you should focus on
can be difficult.
ā€¢ Which symbols are constants, variables,
and parameters can change in the same equation
depending on what question we ask.
ā€¢ If you put numbers into your calculation right away
and drop units until the end, you lose the chance
of catching errors or reasoning about
the reasonableness of your answer.
9/6/22 Pitt dBSERC 24
A particular problem with not blending
ā€¢ Itā€™s not enough to recognize that
a concept belongs to a par]cular symbol.
The blend has to be more contextual than that.
ā€¢ We o`en use the same le^er to represent mul]ple
concepts. We ļ¬gure out which is which by context
and understanding the blend as describing a
par]cular physical situa]on.
9/6/22 Pitt dBSERC 25
p = pressure
momentum
dipole moment
Q = charge
heat flow
volume flow
V = velocity
volume
voltage T = tension
temperature
period
So what did I learn
about my own culture?
ā€¢ I had taken for granted that students thought about
symbols in our equa>ons the same way I did.
ā€¢ I failed to appreciate how diļ¬ƒcult it was
to learn to build the blend.
ā€¢ How did this change my instruc>on?
ā€¢ I became much more explicit about
the use of symbols as models for rela5onships.
ā€¢ I was more explicit about dimensions and units.
ā€¢ I gave homework and quiz problems focusing on
blending physics concepts with math symbols ā€”
throughout the course!
9/6/22 Pitt dBSERC 26
Wait ā€¦ what?
2. The biologists way of looking at math:
An example of disciplinary epistemology
9/6/22 Pi' dBSERC 27
Starting NEXUS/Physics for real
ā€¢ For our first week of NEXUS/Physics,
I asked Todd the biologist to provide me
a problem on scaling
(surface and volume effects) for a discussion
of measurement and functional dependence.
ā€¢ He came up with a great problem about worms.
It looked like this:
9/6/22 Pitt dBSERC 28
ā€œTodd the biologistā€
A problem posed
by a biologist for a bio class
9/6/22 Pitt dBSERC 29
A typical earthworm has the following dimensions:
weight = 3.7 g, length = 12 cm, width = 0.64 cm.
Oxygen consumption of the body = 0.98 Ī¼mole O2/g
Oxygen absorption across the skin = 2.4 nmole O2/mm2.
Model the shape of the worm as a solid cylinder. Calculate
its surface area (ignore the blunt ends), volume, and density.
Worms absorb oxygen through their skin, proportional to their area, but all of the cells
use oxygen in respiration, proportional to their volume. Assuming the rates above,
show whether or not this typical worm can absorb enough oxygen to maintain
the respiratory rate of its entire body.
Organisms can grow in two ways: by increasing its length, keeping other dimensions
the same, or isometrically ā€” by increasing all of its dimensions by the same factor.
Calculate whether a worm that doubles a length can survive and whether a worm
that doubles isometrically can survive.
Added by a physicist
for a physics class
9/6/22 Pi' dBSERC 30
Consider worm of density d, length L, and radius R. If the rate
of oxygen absorption through the skin is A, and the rate it
uses oxygen in the volume is B, write a symbolic expression
for the total rate of oxygen used by the worm. Find the
maximum radius the worm could be
before it would have a problem taking in enough oxygen.
Rate oxygen is absorbed = š“š‘† = š“(2šœ‹š‘…šæ)
Rate oxygen is used = šµš‘‘š‘‰ = šµ š‘‘ šœ‹š‘…!
šæ
Condition for survival: š“š‘† > šµš‘‘š‘‰
2šœ‹š‘…šæš“ > šœ‹š‘…!
šæšµš‘‘
2š“
šµš‘‘
> š‘…
The reaction of the development team
to my suggested changes surprised me.
ā€¢ The physicists around the table to a person,
responded, ā€œOooh! Neat!ā€ šŸ‘
ā€¢ The biologists around the table
reacted differently.
ā€¢ They said, ā€œYuck! Youā€™ve removed the biology!
Thatā€™s not the way worms grow. šŸ‘Ž
The radius never grows by itself.ā€
9/6/22 Pitt dBSERC 31
Waitā€¦
What?
The compromise: Add this
ā€¢ Our analysis was a modeling analysis. An earthworm
might grow in two ways: by just ge8ng longer or by scaling up in all
dimensions. What can you say about the growth of
a worm by these two methods?
ā€¢ In typical analyses of evolu@on and phylogene@c histories,
earthworm-like organisms are the ancestors of much larger
organisms than the limit here permits. What sort of varia@ons in the
structure of a worm-like ancestor might lead to an organism that
solves the problem of growing isometrically larger than the limit
provided by the simple model?
9/6/22 Pitt dBSERC 32
Understanding biologists
ā€“ and ourselves as physicists as well
ā€¢ Biologists, both students and faculty,
value biological authen1city and real world examples.
ā€¢ Numbers make the connecMon
between math and reality.
ā€¢ Physicists, on the other hand, value abstrac1ons,
simpliļ¬ca1ons, and universal mathema1cal principles
that help understanding relaMonships.
ā€¢ We analyzed the diļ¬€erences we saw as disciplinary choices
for epistemological resources (ways of knowing).
9/6/22 Pi' dBSERC 33
E. F. Redish and T. J. Cooke, CBE-LSR, 12 (June 3, 2013) 175-186. doi:10.1187/cbe.12-09-0147.
An analytical tool: Epistemological resources
ā€¢ The epistemological tools of knowing ā€” epistemological
resources ā€” can be disciplinary dependent.
9/6/22 Pi' dBSERC 34
D. Hammer and A. Elby,ā€ in Personal Epistemology: The Psychology of Beliefs
about Knowledge and Knowing, Erlbaum, 2002, pp. 169-190.
Physical mapping
to math
(Thinking with math)
Value of
toy models
By trusted
authority
Intro
Physics
context
Life is complex
(system thinking)
Intro
Biology
context
So what did I learn about my own
culture?
ā€¢ I had used symbolic reasoning to gain insights
without filling in steps or drawing (biologically)
authentic conclusions
ā€¢ I took for granted the value of toy models
and did not motivate them or embed them
in a realistic context
ā€¢ I presented homework and exam problems that
ā€¢ Made tacit assumptions ignoring factors that the students
did not have the sophistication to assume.
9/6/22 Pitt dBSERC 35
How did this insight change my instruc9on?
ā€¢ I reframed the entire course
to make modeling a central factor.
ā€¢ I discussed explicitly the value of symbolic reasoning
and functional dependence.
ā€¢ I reformulated Newtonā€™s laws as a framework
for creating models of motion.
ā€¢ I included symbolic reasoning problems in homework,
quizzes, and exams.
ā€¢ I introduced parts to homework and exam problems
asking students to consider and discuss assumptions
and corrections to toy models.
9/6/22 Pi' dBSERC 36
Wait ā€¦ what?
3. The source of chemical energy:
An example of disciplinary ontology
9/6/22 Pi' dBSERC 37
The energe9cs of chemical bonding
ā€“ A tale of cross-disciplinary reconcilia9on
ā€¢ In introductory chem and bio classes,
students learn about the role of energy
made available by chemical reac]ons.
ā€¢ But students learn heuris]cs by rote
that feel contradictory in a way
that they donā€™t know how to reconcile.
1. It takes energy to break a chemical bond.
2. Energy stored in ATP bonds is the ā€œenergy currencyā€
providing energy for cellular metabolism.
9/6/22 Pitt dBSERC 38
Waitā€¦
What?
Many students bring a ā€œpiƱataā€ model
of a chemical bond.
"But like the way that I was thinking of itā€¦ whenever
chemistry taught us like exothermic, endothermic, ā€¦
I always imagined like the breaking of the bonds
has like these little [energy]
molecules that float out,
but like I know itā€™s wrong.
But that's just how
I pictured it from
the beginning."
9/6/22 Pi' dBSERC 39
Huh! If it takes energy to break
a chemical bond, where DOES
the energy come from?
(Like we get from food)
Isnā€™t it chemical energy?
9/6/22 Pitt dBSERC 40
Hereā€™s a classical model. (The Gauss Gun)
9/6/22 Pitt dBSERC 41
https://www.youtube.com/watch?v=fiSd91sLtS4
Hereā€™s how it works:
The energy comes from potential energy!
9/6/22 Pi' dBSERC 42
Distinct disciplinary perspectives
ā€¢ Chemists and biologists make different
tacit (cultural) assumptions.
ā€¢ Chemists tend to isolate a system
to focus on a particular physical phenomenon
(a reaction) and mechanism.
ā€¢ Biologists tend to assume the natural
and universal context of life
ā€“ a fluid environment
(air and water taken for granted).
9/6/22 Pitt dBSERC 43
Using physics to reconcile
ā€¢We explicitly discussed with our students
the diļ¬€erent ways diļ¬€erent disciplines
looked at the same phenomenon
ā€“ and why.
ā€¢Can physics help resolve the conļ¬‚ict
between the way chemists and biologists
talk about energy? Whatā€™s really the issue?
Why is this so hard for students?
9/6/22 Pitt dBSERC 44
W. C. Galley, J. Chem. Ed., 81:4 (2004) 523-525.
M. Cooper and M. Klymkowsky, CBE Life Sci Educ 12:2 (2013) 306-312
To set up an instructional path
to clarify this, letā€™s analyze
how meaning is made
in abstract situations
using some tools from
cognitive linguistics
and semantics.
9/6/22 Pitt dBSERC 45
G. Lakoļ¬€ and M. Johnson, Metaphors We Live By (U. of Chicago, 1980/2003)
G. Fauconnier and M. Turner, The Way We Think (Basic Books, 2003)
Building up abstract concepts
ā€¢ According to L&J and F&T, we build up
abstract and complex concepts by beginning with
concrete knowledge gained from direct experience,
and using metaphors that gain meanings
of their own to create new mental models.
ā€¢ We then blend different mental models (schemas)
to create even more complex ideas.
ā€¢ Often, in physics, we deal with constructed quantities
that do not easily match everyday experience
by cognitive blending.
9/6/22 Pitt dBSERC 46
Ontological metaphors for energy: 1
Energy as a substance (works for kine8c energy)
Scherr et al. 2012 science.howstuffworks.com
47
9/6/22 Pitt dBSERC
B. W. Dreyfus, et al., Phys. Rev, ST-PER 10 (2014) 020108
Energy is in objects
Objects have energy
Energy is conserved
Students have
seen this
many times
since
elementary school.
Energy as a loca8on (works for poten8al energy)
phet.colorado.edu
Objects are at energies
Objects go to higher/lower energy
Ground state
Excited states
48
9/6/22 Pi' dBSERC
Ontological metaphors for energy: 2
Life science students
may not have not seen
this outside of physics
49
9/6/22 Pitt dBSERC
50
9/6/22 Pi' dBSERC
This blend is hard.
The location
metaphor
naturally includes
negative numbers ā€”
And that conflicts
with the metaphor
of energy as
substance
So what did I learn about my own culture?
51
9/6/22 Pitt dBSERC
Adding a photon (ā€stuļ¬€ā€),
excites the molecule to
an excited (ā€œhigherā€)
energy state.
ā€¢ I learned that I tacitly used ontologically
complex mental models, assuming they
were obvious.
How did this insight change my instruc9on?
ā€¢ O`en we say: ā€œStudents donā€™t like
nega]ve numbersā€ and do all we
can to avoid them.
ā€¢ Instead, we built a coherent story
using toy models star]ng early
in the course, scaļ¬€olding to help
students build the requisite
mental models and blends.
9/6/22 Pitt dBSERC 52
A series of questions (PhET based)
helps students get comfortable with negative PE
and with the concept of binding energy.
9/6/22 Pitt dBSERC 53
Same problems analyzed
with shifted zero of PE ā€“
one positive E, one bound.
We created homework problems and activities
to apply the concepts in real chemical contexts
of biological relevance (to maintain authenticity).
ā€¢ Calculating the energy balances in the light and dark
reactions in a toy model of photosynthesis.
9/6/22 Pitt dBSERC 54
So what can we do
to improve what we do
with students in other disciplines?
Some sugges]ons
9/6/22 Pitt dBSERC 55
Reaching students in other disciplines
ā€¢ Articulation
ā€¢ How does this course fit into the program
of the students in the class?
ā€¢ What can we do in physics that can be of real value
to them in their professional classes?
ā€¢ Authenticity
ā€¢ There have to be examples where learning physics
helps them better understand things
that they have only been told and learned by rote.
ā€¢ Assumptions (unhiding)
ā€¢ Often physics relies on unstated assumptions about what we
are doing and the skills the students are expected to have.
We need to be explicit about some things we take for granted.
9/6/22 Pitt dBSERC 56
šŸ”‘
But we have too much content to cover already!
We donā€™t have time to add a lot of new stuff.
ā€¢ Adding a focus
on developing skills
doesnā€™t add new topics.
ā€¢ It modifies the way we
teach topics we already
include.
ā€¢ It does require us to be
ā€œmetaā€ ā€” to be explicit
about tools since
students donā€™t easily
generalize.
9/6/22 Pitt dBSERC 57
Redish, Using math in physics: Overview, The Physics Teacher, 59 (2021) 314-318
Cross-disciplinary communicaLon
ā€¢ In NEXUS/Physics we met many ā€œwait ā€¦ what?ā€s
in exploring the interac]on between the cultures of
physics, biology, chemistry, and math.
ā€¢ We not only learned to respect the culture of other
sciences as dis]nct from the culture of physics ā€”
we learned a lot about how
we as physicists do physics
that we had not previously
understood!
ā€¢ Cross-disciplinary communica]on
can be a challenge, but itā€™s worth
the eļ¬€ort!
9/6/22 Pitt dBSERC 59
My biologist colleague, Todd Cooke and I,
summarized our interdisciplinary experiences
in a paper in CBE-LSE. Hereā€™s our conclusion.
ā€¢ While we have detailed our experience, each
interdisciplinary explora6on is bound to be unique to
the individuals and ins6tu6ons involved. But what we
expect will be common to such ac6vi6es will include:
showing respect for each other's discipline and
insights; a willingness to reconsider one's own
discipline from a diļ¬€erent point of view; and ļ¬nally,
pa6ence, persistence, and humor.
9/6/22 Pi' dBSERC 60
E. F. Redish and T. J. Cooke CBE-LSE, 12 (June 3, 2013) 175-186. doi:10.1187/cbe.12-09-0147.
Thanks for listening!
9/6/22 Pitt dBSERC 61
References
ā€¢ E. F. Redish and D. Hammer, Am. J. Phys., 77, (2009) 629-642
ā€¢ E. F. Redish, et al. (17!) Am. J. Phys. 82:5 (2014) 368-377.
ā€¢ Michael Agar, Language Shock (Perennial, 1994)
ā€¢ E. F. Redish, The Physics Teacher 59:5 (2021) 314-318.
ā€¢ E. F. Redish & E. Kuo, Science & Educa>on 24:5-6 (2015) 561-590
ā€¢ E. F. Redish and T. J. Cooke, CBE-LSR, 12 (June 3, 2013) 175-186.
ā€¢ D. Hammer and A. Elby, in Personal Epistemology: The Psychology of
Beliefs about Knowledge and Knowing, Erlbaum, 2002, pp. 169-190.
ā€¢ E. F. Redish, The Physics Teacher, 59 (2021) 683-688.
ā€¢ W. C. Galley, J. Chem. Ed., 81:4 (2004) 523-525.
ā€¢ M. Cooper and M. Klymkowsky, CBE Life Sci Educ 12:2 (2013) 306-312.
ā€¢ G. Lakoļ¬€ and M. Johnson, Metaphors We Live By (U. of Chicago,
1980/2003).
ā€¢ G. Fauconnier and M. Turner, The Way We Think (Basic Books, 2003).
ā€¢ B. W. Dreyfus, et al., Phys. Rev, ST-PER 10 (2014) 020108.
9/6/22 Pitt dBSERC 62

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The challenge of cross-disciplinary STEM communication

  • 1. The challenge of cross-disciplinary STEM instruction E. F. (Joe) Redish University of Maryland Department of Physics šø = š¹ š‘ž š‘“ š‘„ = šœ† 1 + š‘„ š‘„! + 1 9/6/22 Pi' dBSERC 1 2š“ šµš‘‘ > š‘… Waitā€¦ What? Theme song: Bill Staines, ā€œBridgesā€
  • 2. Outline ā€¢ A problem: Non-majors often donā€™t like our classes! ā€¢ Case study: NEXUS/Physics: A introductory physics class for life science students ā€¢ Theoretical framework: Epistemology and ontology ā€¢ 1. Math: Two cultures separated by a common language ā€¢ 2. Biology: An example of disciplinary epistemology ā€¢ 3. Chemistry: An example of disciplinary ontology ā€¢ What can we do to improve what we do with students in other disciplines? 9/6/22 Pi' dBSERC 2
  • 3. Crossing disciplinary boundaries ā€¢ Modern cutting-edge science often brings multiple disciplines together. ā€¢ Physics ā€¢ Chemistry ā€¢ Biology ā€¢ Math ā€¢ Cross-disciplinary instruction is common in STEM programs at universities. ā€¢ There are challenges to cross-disciplinary communication at any level, from elementary school to professional collaborations. 9/6/22 Pitt dBSERC 3 These are not always perceived as successful.
  • 4. A problem: Non-majors o1en donā€™t like our classes! The challenge of interdisciplinary STEM education 9/6/22 Pitt dBSERC 4
  • 5. This canā€™t be a problem... ā€¢ We know how to teach physics. ā€¢ Physics is physics is physics ... for everybody. ā€¢ We have a working model ā€“ and dozens of standard texts we can use with all kinds of resources. ā€¢ This makes teaching non-majors straightforward ā€“ even if time consuming due to the difficulty of administering large-classes. ā€¢ No thinking required! 5 9/6/22 Pi' dBSERC šŸ¤· šŸ¤¦
  • 6. Unfortunately... Our non-physics STEM students often donā€™t like our classes. ā€¢ They see it as a hoop to jump through rather than something that will help them professionally. ā€¢ Even if we ā€œmake physics funā€ and they enjoy the class, they often view physics as being ā€œunrealistic and irrelevantā€ to their professional goals. ā€¢ They may do the minimum needed to ā€œget throughā€ and not engage intellectually. ā€¢ As a result, they may not bring to their professional classes what they were supposed to get from physics. 6 9/6/22 Pitt dBSERC šŸ˜± While this is most commonly observed with life-science and health-care students, it also often is true of engineering students as well!
  • 7. A case study ā€¢ Over the past decade I worked with a multi-disciplinary team to create an introductory physics course for life-science students. (IPLS) ā€¢ This experience provided numerous examples of the challenges of cross-disciplinary instruction. ā€¢ I present today my analysis of some of the things Iā€™ve learned. 9/6/22 Pitt dBSERC 7
  • 8. Case study NEXUS/Physics: A introductory physics class for life science students 9/6/22 Pitt dBSERC 8
  • 9. A personal trajectory ā€¢ My department ļ¬rst asked me to teach algebra-based physics with pre-meds in 1975. ā€¢ In 1992 I turned my research eļ¬€orts from Nuclear Theory to Physics EducaMon Research. ā€¢ Between 2000 and 2009 I did research on student learning in algebra-based physics with emphasis on scienMļ¬c skill development. ā€¢ In 2006 I began a close interacMon with a biologist and worked with him on adding acMve engagement to his class in biological diversity. 9/6/22 Pi' dBSERC 9 E. F. Redish and D. Hammer, Am. J. Phys., 77, 629-642 (2009) ā€œTodd the biologistā€
  • 10. NEXUS/Physics ā€¢ In 2010, building on that our work in algebra-based physics and biology, we were given a challenge grant from HHMI. ā€¢ Our charge was to reform the physics class for life science students as part of a national effort to increase pre-medā€™s skill development and multi-disciplinary strengths. (National Experiment in Undergraduate Science Education ā€“ NEXUS). 9/6/22 Pitt dBSERC 10 E. F. Redish, et al. (17!) Am. J. Phys. 82:5 (2014) 368-377. doi: 10.1119/1.4870386
  • 11. Deep research ā€¢ We brought together a large team of physicists, biologists, chemists, curriculum developers, and education researchers. ā€¢ We spent a year discussing what physics could do for biologists and pre-health care students. ā€¢ We spent two years teaching small classes, videotaping everything in sight and learning from listening to (and interviewing) the students. 9/6/22 Pitt dBSERC 11
  • 12. We learned some things that surprised us ā€¢ We had not expected to meet serious issues of disciplinary culture and communica]on. ā€¢ I know the key to teaching is to learn to listen to my students. ā€¢ But I had to learn how to listen both to my students and to my colleagues in biology, chemistry, and math. 9/6/22 Pitt dBSERC 12 The problems werenā€™t restricted to students! Faculty in other disciplines were often hostile to physics and didnā€™t appreciate its value in their discipline.
  • 13. Using our experience as a case study ā€¢ I have tried to generalize what we have learned about the barriers to interdisciplinary communica8on. ā€¢ Iā€™ll present examples from: ā€¢ Math ā€¢ Biology ā€¢ Chemistry ā€¢ Iā€™ll analyze these using some general tools borrowed from the social sciences 9/6/22 Pi' dBSERC 13
  • 14. Theoretical framework: Culture Communication and culture 9/6/22 Pitt dBSERC 14
  • 15. How do we know what we mean? ā€¢ We communicate through language, but what ma^ers is not just words. We make meaning through associa]ons to a rich set of knowledge that we bring from experience. ā€¢ Meaning is built through the individualā€™s social and physical knowledge and on their personal interpreta]on of their situa]on: culture and context. 9/6/22 Pitt dBSERC 15 Michael Agar, Language Shock: Understanding the Culture of Conversation (Perennial, 1994)
  • 16. Communication successes ā€¦ and failures ā€¢ We understand others through our common experience and humanity. ā€¢ We misunderstand others when we are unaware of our cultural diļ¬€erences. ā€¢ When we communicate, we are always translaMng, inferring the speakerā€™s meaning. ā€¢ But our interpretaMons are cultural and depend on our own percepMon of the context. ā€¢ If others bring a diļ¬€erent culture or interpretaMon of the context than we do, we can have serious confusion. 9/6/22 Pi' dBSERC 16 Alexanderā€™s horned sphere A topological fractal
  • 17. Waitā€¦what? ā€¢ When weā€™re communicating across cultures, we may run into a surprising difficulty ā€”a ā€œWaitā€¦what?ā€ moment. ā€¢ We need to understand it as two distinct cultures reaching for each other. (Agar calls this a ā€œrich pointā€) ā€¢ We have to put our own culture and assumptions under scrutiny as well as the one we are observing in order to understand a rich pointā€™s implications. ā€¢ Working through a rich point often reveals hidden assumptions about our own culture. ā€œIf you hit a rich point, think youā€™ve solved it, and havenā€™t changed [yourself], then you havenā€™t got it right.ā€ (Agar) 9/6/22 Pi' dBSERC 17 Waitā€¦ What?
  • 18. Diļ¬€erent scienLļ¬c disciplines are disLnct cultures ā€¢ They have different broad goals. ā€¢ They make different unstated assumptions. ā€¢ They use language in different ways (both English and mathematical symbology). ā€¢ They have different ways of building knowledge (distinct epistemological resources). ā€¢ They may put different meanings to concepts (distinct ontological resources). ā€¢ They (and we) are often unaware of these differences. 9/6/22 Pitt dBSERC 18
  • 19. Beyond concepts: Epistemology and ontology ā€¢ Content usually focuses on concepts, but how concepts are built in a discipline depends on the disciplineā€™s handling of epistemology and ontology. ā€¢ Epistemology: Knowledge about knowledge ā€¢ How do we know when we know something? ā€¢ The tools we use to decide we now something (epistemological resources) are discipline specific. ā€¢ Ontology: Knowledge about things ā€¢ What are the objects and concepts into which we parse the world? ā€¢ Categories and the way we think about them are also discipline specific. 9/6/22 Pi' dBSERC 19
  • 20. Wait ā€¦ what? 1. The way math does math doesnā€™t match physics: Two cultures separated by a common language 9/6/22 Pi' dBSERC 20
  • 21. Pi' dBSERC Epistemological and ontological problems ā€¢ Many problems that students experience in physics has to do with the role of math in science, an ontological misconception about what a symbol means. ā€¢ Hereā€™s the key: The way we use math in science is different from the way it is done in math. ā€¢ We blend physical concepts with math and this changes the way we interpret the symbols 9/6/22 21 šŸ”‘ E. F. Redish, The Physics Teacher 59:5 (2021) 314-318. hNps://doi.org/10.1119/5.0021129 Waitā€¦ What?
  • 22. Really? Consider two examples. A. 1 inch = 2.54 cm is a legiMmate equaMon but 3 second = 3 cm is not. B. The Electric field is defined by šø = š¹/š‘ž where š‘ž is the charge on the test (probe) charge. If š‘ž is replaced by š‘ž/3. šø does not change. The numerical quantities we deal with in physics are typically NOT numbers, but stand for something physical that can be quantified in a variety of ways depending on choices we make. (Dimensional analysis) The symbols in the equation are not arbitrary mathematical placeholders. š¹ is not just a symbol; itā€™s the electric force felt by the charge š‘ž. Changing š‘ž implies that š¹ will change as well. 9/6/22 Pi' dBSERC 22 Redish & Kuo, Language of physics, language of math, Science & EducaAon (2015-03-14) When asked what happens to E when qā†’q/3 a majority of both biology AND ENGINEERING students say it becomes 3E (after instruction).
  • 23. Many problems arise in physics if you donā€™t make the blend. ā€¢ Our equations tend to have many more symbols than in intro math classes. Without the blend, picking out what you should focus on can be difficult. ā€¢ Which symbols are constants, variables, and parameters can change in the same equation depending on what question we ask. ā€¢ If you put numbers into your calculation right away and drop units until the end, you lose the chance of catching errors or reasoning about the reasonableness of your answer. 9/6/22 Pitt dBSERC 24
  • 24. A particular problem with not blending ā€¢ Itā€™s not enough to recognize that a concept belongs to a par]cular symbol. The blend has to be more contextual than that. ā€¢ We o`en use the same le^er to represent mul]ple concepts. We ļ¬gure out which is which by context and understanding the blend as describing a par]cular physical situa]on. 9/6/22 Pitt dBSERC 25 p = pressure momentum dipole moment Q = charge heat flow volume flow V = velocity volume voltage T = tension temperature period
  • 25. So what did I learn about my own culture? ā€¢ I had taken for granted that students thought about symbols in our equa>ons the same way I did. ā€¢ I failed to appreciate how diļ¬ƒcult it was to learn to build the blend. ā€¢ How did this change my instruc>on? ā€¢ I became much more explicit about the use of symbols as models for rela5onships. ā€¢ I was more explicit about dimensions and units. ā€¢ I gave homework and quiz problems focusing on blending physics concepts with math symbols ā€” throughout the course! 9/6/22 Pitt dBSERC 26
  • 26. Wait ā€¦ what? 2. The biologists way of looking at math: An example of disciplinary epistemology 9/6/22 Pi' dBSERC 27
  • 27. Starting NEXUS/Physics for real ā€¢ For our first week of NEXUS/Physics, I asked Todd the biologist to provide me a problem on scaling (surface and volume effects) for a discussion of measurement and functional dependence. ā€¢ He came up with a great problem about worms. It looked like this: 9/6/22 Pitt dBSERC 28 ā€œTodd the biologistā€
  • 28. A problem posed by a biologist for a bio class 9/6/22 Pitt dBSERC 29 A typical earthworm has the following dimensions: weight = 3.7 g, length = 12 cm, width = 0.64 cm. Oxygen consumption of the body = 0.98 Ī¼mole O2/g Oxygen absorption across the skin = 2.4 nmole O2/mm2. Model the shape of the worm as a solid cylinder. Calculate its surface area (ignore the blunt ends), volume, and density. Worms absorb oxygen through their skin, proportional to their area, but all of the cells use oxygen in respiration, proportional to their volume. Assuming the rates above, show whether or not this typical worm can absorb enough oxygen to maintain the respiratory rate of its entire body. Organisms can grow in two ways: by increasing its length, keeping other dimensions the same, or isometrically ā€” by increasing all of its dimensions by the same factor. Calculate whether a worm that doubles a length can survive and whether a worm that doubles isometrically can survive.
  • 29. Added by a physicist for a physics class 9/6/22 Pi' dBSERC 30 Consider worm of density d, length L, and radius R. If the rate of oxygen absorption through the skin is A, and the rate it uses oxygen in the volume is B, write a symbolic expression for the total rate of oxygen used by the worm. Find the maximum radius the worm could be before it would have a problem taking in enough oxygen. Rate oxygen is absorbed = š“š‘† = š“(2šœ‹š‘…šæ) Rate oxygen is used = šµš‘‘š‘‰ = šµ š‘‘ šœ‹š‘…! šæ Condition for survival: š“š‘† > šµš‘‘š‘‰ 2šœ‹š‘…šæš“ > šœ‹š‘…! šæšµš‘‘ 2š“ šµš‘‘ > š‘…
  • 30. The reaction of the development team to my suggested changes surprised me. ā€¢ The physicists around the table to a person, responded, ā€œOooh! Neat!ā€ šŸ‘ ā€¢ The biologists around the table reacted differently. ā€¢ They said, ā€œYuck! Youā€™ve removed the biology! Thatā€™s not the way worms grow. šŸ‘Ž The radius never grows by itself.ā€ 9/6/22 Pitt dBSERC 31 Waitā€¦ What?
  • 31. The compromise: Add this ā€¢ Our analysis was a modeling analysis. An earthworm might grow in two ways: by just ge8ng longer or by scaling up in all dimensions. What can you say about the growth of a worm by these two methods? ā€¢ In typical analyses of evolu@on and phylogene@c histories, earthworm-like organisms are the ancestors of much larger organisms than the limit here permits. What sort of varia@ons in the structure of a worm-like ancestor might lead to an organism that solves the problem of growing isometrically larger than the limit provided by the simple model? 9/6/22 Pitt dBSERC 32
  • 32. Understanding biologists ā€“ and ourselves as physicists as well ā€¢ Biologists, both students and faculty, value biological authen1city and real world examples. ā€¢ Numbers make the connecMon between math and reality. ā€¢ Physicists, on the other hand, value abstrac1ons, simpliļ¬ca1ons, and universal mathema1cal principles that help understanding relaMonships. ā€¢ We analyzed the diļ¬€erences we saw as disciplinary choices for epistemological resources (ways of knowing). 9/6/22 Pi' dBSERC 33 E. F. Redish and T. J. Cooke, CBE-LSR, 12 (June 3, 2013) 175-186. doi:10.1187/cbe.12-09-0147.
  • 33. An analytical tool: Epistemological resources ā€¢ The epistemological tools of knowing ā€” epistemological resources ā€” can be disciplinary dependent. 9/6/22 Pi' dBSERC 34 D. Hammer and A. Elby,ā€ in Personal Epistemology: The Psychology of Beliefs about Knowledge and Knowing, Erlbaum, 2002, pp. 169-190. Physical mapping to math (Thinking with math) Value of toy models By trusted authority Intro Physics context Life is complex (system thinking) Intro Biology context
  • 34. So what did I learn about my own culture? ā€¢ I had used symbolic reasoning to gain insights without filling in steps or drawing (biologically) authentic conclusions ā€¢ I took for granted the value of toy models and did not motivate them or embed them in a realistic context ā€¢ I presented homework and exam problems that ā€¢ Made tacit assumptions ignoring factors that the students did not have the sophistication to assume. 9/6/22 Pitt dBSERC 35
  • 35. How did this insight change my instruc9on? ā€¢ I reframed the entire course to make modeling a central factor. ā€¢ I discussed explicitly the value of symbolic reasoning and functional dependence. ā€¢ I reformulated Newtonā€™s laws as a framework for creating models of motion. ā€¢ I included symbolic reasoning problems in homework, quizzes, and exams. ā€¢ I introduced parts to homework and exam problems asking students to consider and discuss assumptions and corrections to toy models. 9/6/22 Pi' dBSERC 36
  • 36. Wait ā€¦ what? 3. The source of chemical energy: An example of disciplinary ontology 9/6/22 Pi' dBSERC 37
  • 37. The energe9cs of chemical bonding ā€“ A tale of cross-disciplinary reconcilia9on ā€¢ In introductory chem and bio classes, students learn about the role of energy made available by chemical reac]ons. ā€¢ But students learn heuris]cs by rote that feel contradictory in a way that they donā€™t know how to reconcile. 1. It takes energy to break a chemical bond. 2. Energy stored in ATP bonds is the ā€œenergy currencyā€ providing energy for cellular metabolism. 9/6/22 Pitt dBSERC 38 Waitā€¦ What?
  • 38. Many students bring a ā€œpiƱataā€ model of a chemical bond. "But like the way that I was thinking of itā€¦ whenever chemistry taught us like exothermic, endothermic, ā€¦ I always imagined like the breaking of the bonds has like these little [energy] molecules that float out, but like I know itā€™s wrong. But that's just how I pictured it from the beginning." 9/6/22 Pi' dBSERC 39
  • 39. Huh! If it takes energy to break a chemical bond, where DOES the energy come from? (Like we get from food) Isnā€™t it chemical energy? 9/6/22 Pitt dBSERC 40
  • 40. Hereā€™s a classical model. (The Gauss Gun) 9/6/22 Pitt dBSERC 41 https://www.youtube.com/watch?v=fiSd91sLtS4
  • 41. Hereā€™s how it works: The energy comes from potential energy! 9/6/22 Pi' dBSERC 42
  • 42. Distinct disciplinary perspectives ā€¢ Chemists and biologists make different tacit (cultural) assumptions. ā€¢ Chemists tend to isolate a system to focus on a particular physical phenomenon (a reaction) and mechanism. ā€¢ Biologists tend to assume the natural and universal context of life ā€“ a fluid environment (air and water taken for granted). 9/6/22 Pitt dBSERC 43
  • 43. Using physics to reconcile ā€¢We explicitly discussed with our students the diļ¬€erent ways diļ¬€erent disciplines looked at the same phenomenon ā€“ and why. ā€¢Can physics help resolve the conļ¬‚ict between the way chemists and biologists talk about energy? Whatā€™s really the issue? Why is this so hard for students? 9/6/22 Pitt dBSERC 44 W. C. Galley, J. Chem. Ed., 81:4 (2004) 523-525. M. Cooper and M. Klymkowsky, CBE Life Sci Educ 12:2 (2013) 306-312
  • 44. To set up an instructional path to clarify this, letā€™s analyze how meaning is made in abstract situations using some tools from cognitive linguistics and semantics. 9/6/22 Pitt dBSERC 45 G. Lakoļ¬€ and M. Johnson, Metaphors We Live By (U. of Chicago, 1980/2003) G. Fauconnier and M. Turner, The Way We Think (Basic Books, 2003)
  • 45. Building up abstract concepts ā€¢ According to L&J and F&T, we build up abstract and complex concepts by beginning with concrete knowledge gained from direct experience, and using metaphors that gain meanings of their own to create new mental models. ā€¢ We then blend different mental models (schemas) to create even more complex ideas. ā€¢ Often, in physics, we deal with constructed quantities that do not easily match everyday experience by cognitive blending. 9/6/22 Pitt dBSERC 46
  • 46. Ontological metaphors for energy: 1 Energy as a substance (works for kine8c energy) Scherr et al. 2012 science.howstuffworks.com 47 9/6/22 Pitt dBSERC B. W. Dreyfus, et al., Phys. Rev, ST-PER 10 (2014) 020108 Energy is in objects Objects have energy Energy is conserved Students have seen this many times since elementary school.
  • 47. Energy as a loca8on (works for poten8al energy) phet.colorado.edu Objects are at energies Objects go to higher/lower energy Ground state Excited states 48 9/6/22 Pi' dBSERC Ontological metaphors for energy: 2 Life science students may not have not seen this outside of physics
  • 49. 50 9/6/22 Pi' dBSERC This blend is hard. The location metaphor naturally includes negative numbers ā€” And that conflicts with the metaphor of energy as substance
  • 50. So what did I learn about my own culture? 51 9/6/22 Pitt dBSERC Adding a photon (ā€stuļ¬€ā€), excites the molecule to an excited (ā€œhigherā€) energy state. ā€¢ I learned that I tacitly used ontologically complex mental models, assuming they were obvious.
  • 51. How did this insight change my instruc9on? ā€¢ O`en we say: ā€œStudents donā€™t like nega]ve numbersā€ and do all we can to avoid them. ā€¢ Instead, we built a coherent story using toy models star]ng early in the course, scaļ¬€olding to help students build the requisite mental models and blends. 9/6/22 Pitt dBSERC 52
  • 52. A series of questions (PhET based) helps students get comfortable with negative PE and with the concept of binding energy. 9/6/22 Pitt dBSERC 53 Same problems analyzed with shifted zero of PE ā€“ one positive E, one bound.
  • 53. We created homework problems and activities to apply the concepts in real chemical contexts of biological relevance (to maintain authenticity). ā€¢ Calculating the energy balances in the light and dark reactions in a toy model of photosynthesis. 9/6/22 Pitt dBSERC 54
  • 54. So what can we do to improve what we do with students in other disciplines? Some sugges]ons 9/6/22 Pitt dBSERC 55
  • 55. Reaching students in other disciplines ā€¢ Articulation ā€¢ How does this course fit into the program of the students in the class? ā€¢ What can we do in physics that can be of real value to them in their professional classes? ā€¢ Authenticity ā€¢ There have to be examples where learning physics helps them better understand things that they have only been told and learned by rote. ā€¢ Assumptions (unhiding) ā€¢ Often physics relies on unstated assumptions about what we are doing and the skills the students are expected to have. We need to be explicit about some things we take for granted. 9/6/22 Pitt dBSERC 56 šŸ”‘
  • 56. But we have too much content to cover already! We donā€™t have time to add a lot of new stuff. ā€¢ Adding a focus on developing skills doesnā€™t add new topics. ā€¢ It modifies the way we teach topics we already include. ā€¢ It does require us to be ā€œmetaā€ ā€” to be explicit about tools since students donā€™t easily generalize. 9/6/22 Pitt dBSERC 57 Redish, Using math in physics: Overview, The Physics Teacher, 59 (2021) 314-318
  • 57. Cross-disciplinary communicaLon ā€¢ In NEXUS/Physics we met many ā€œwait ā€¦ what?ā€s in exploring the interac]on between the cultures of physics, biology, chemistry, and math. ā€¢ We not only learned to respect the culture of other sciences as dis]nct from the culture of physics ā€” we learned a lot about how we as physicists do physics that we had not previously understood! ā€¢ Cross-disciplinary communica]on can be a challenge, but itā€™s worth the eļ¬€ort! 9/6/22 Pitt dBSERC 59
  • 58. My biologist colleague, Todd Cooke and I, summarized our interdisciplinary experiences in a paper in CBE-LSE. Hereā€™s our conclusion. ā€¢ While we have detailed our experience, each interdisciplinary explora6on is bound to be unique to the individuals and ins6tu6ons involved. But what we expect will be common to such ac6vi6es will include: showing respect for each other's discipline and insights; a willingness to reconsider one's own discipline from a diļ¬€erent point of view; and ļ¬nally, pa6ence, persistence, and humor. 9/6/22 Pi' dBSERC 60 E. F. Redish and T. J. Cooke CBE-LSE, 12 (June 3, 2013) 175-186. doi:10.1187/cbe.12-09-0147.
  • 60. References ā€¢ E. F. Redish and D. Hammer, Am. J. Phys., 77, (2009) 629-642 ā€¢ E. F. Redish, et al. (17!) Am. J. Phys. 82:5 (2014) 368-377. ā€¢ Michael Agar, Language Shock (Perennial, 1994) ā€¢ E. F. Redish, The Physics Teacher 59:5 (2021) 314-318. ā€¢ E. F. Redish & E. Kuo, Science & Educa>on 24:5-6 (2015) 561-590 ā€¢ E. F. Redish and T. J. Cooke, CBE-LSR, 12 (June 3, 2013) 175-186. ā€¢ D. Hammer and A. Elby, in Personal Epistemology: The Psychology of Beliefs about Knowledge and Knowing, Erlbaum, 2002, pp. 169-190. ā€¢ E. F. Redish, The Physics Teacher, 59 (2021) 683-688. ā€¢ W. C. Galley, J. Chem. Ed., 81:4 (2004) 523-525. ā€¢ M. Cooper and M. Klymkowsky, CBE Life Sci Educ 12:2 (2013) 306-312. ā€¢ G. Lakoļ¬€ and M. Johnson, Metaphors We Live By (U. of Chicago, 1980/2003). ā€¢ G. Fauconnier and M. Turner, The Way We Think (Basic Books, 2003). ā€¢ B. W. Dreyfus, et al., Phys. Rev, ST-PER 10 (2014) 020108. 9/6/22 Pitt dBSERC 62