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Kevin Niall Dunbar
Director, Laboratory for Thinking, Reasoning
& Educational Neuroscience
Department of Human Development & Quantitative Methodology
University of Maryland College Park
Science of Learning &
Educational
NeuroscienceHow do we learn?
Can we identify
Underlying mechanisms of learning
complex concepts?
Especially Science?
Use Naturalistic & Experimental
Methods
Many Approaches
to understanding
conceptual
Change
Historical
Philosophical
Sociological
Anthropological
Cognitive
Neuroscience
Our approachKey questions
What facilitates
Conceptual
change?
What inhibits
conceptual
change
Underlying
Mechanisms of
conceptual
change
Our approaches
Methods
Naturalistic studies
Controlled experiments
Families in science
museums
Neuroimaging studies
Students in
undergraduate
laboratory courses
Key questions
What facilitates
Conceptual
change?
What inhibits
conceptual
change
Underlying
Mechanisms of
conceptual
Multiple Domains:
Science, Performing Arts
Politics!
Multiple Locations:
Lab, Museum, School,
Grand Canyon!
Scientific
Thinking across the Spectrum
Analogy
Causality
Creativity
Multiple Methods:
Verbal protocols, RT,
Neuroimaging, Naturalistic, Experimental
Early work: Goals-and
conceptual change
Students given short training in
molecular biology
Shown how to design
experiments to investigate
functions of genes
Students’ goals can block conceptual change
Let them achieve their goal then will consider alternate
Relations even if more complex (Dunbar 1993)
kndunbar@umd.edu
kndunbar@umd.edu
Our Naturalistic Work
Molecular Biology Labs
Science Museums
Undergraduate Science labs
2
Immunology & Molecular Bio
Molecular Bio of Bacteria
Molecular Bio of Parasites
Molecular Bio of HIV
More recently
5 labs in Canada
1 lab in Italy
2
Laboratories Investigated
2
Immunology & Molecular Bio
Molecular Bio of Bacteria
Molecular Bio of Parasites
Molecular Bio of HIV
2
Laboratories Investigated
3
Three Labs, 28 Research projects
417 Outcomes
223 Inconsistent194 Consistent
Consistent
Inconsistent
≈88%
Time Reasoning
about data
Leading Labs
• Lab A. I saw the results and wanted to
throw myself off a bridge
• Explained + a new theory
• in 10 minutes
A sample lab meeting
Gender Analyses
Analogical Reasoning
– No differences
Social interactions
– No differences
– Women no less likely to challenge
Unexpected findings
– Men more likely to assume know the cause
– Women more likely to determine cause
– Goals block consideration of alternate Concepts
In One Lab, over 100 unexpected findings
Gender & Unexpected Findings
Conceptual Change: Graduate
Students & Post Doctoral
Students
Use key reasoning strategies
Attend To Anomalies
Generate new relations
Generate Analogies
Causal Thinking
Generate new Concepts
Distributed Relational Thinking
Do allow current goals to block
conceptual change
kndunbar@umd.edu
What is Analogy?
EXAMPLE ANALOGY
“YOU KNOW, JUST BECAUSE YOU CAN SEE TEN
MOLECULES, THAT STILL ISN'T WORKING IN MY
BOOK. A MONKEY WILL EVENTUALLY TYPE
SHAKESPEARE, GIVEN THE OPPORTUNITY.
PCR IS NOT UNLIKE THAT. YOU DO IT A BILLION
TIMES, AND YOU PROBABLY WILL FIND ONE
THING THAT HAPPENED TO BE RIGHT.”
Analogy Results
Range 6-25,
– Mean Number of
Analogies
– Per Meeting
– For 3 Labs
0.
2.3
4.5
6.8
9.
Lab A Lab B Lab C
Back to lab Experiments
Show Goals critical
• Depending on goal
– People use structural
Or superficial
Features
– (Blanchette & Dunbar
2000)
0
20
40
60
80
Remind Generate
Superficial
Structural
Typical analogy results
People bad at analogy
But scientists show they canuse analogy
What can explain the difference?
Generation of the analogies
Goals of the reasoner
Analogy in science
• In standard analogy research subjects dont
GENERATE analogies. REMINDING is most
common task. Tasks encourage use of superficial
features
• Analogy like all forms of reasoning is influenced by
goals and context.
• People are successful with meaningful real-world
analogs.
• Goals are critical
Conclusion on analogy
• People can and do use analogy
• Involves working memory and abstraction and
categorization
• fMRI shows frontopolar and DLPFC involved
• fNIRS reveals that frontopolar activated early
followed by Dorsolateral PFC
• Indicates that a key issue is preparing people to map
from source to target, preparing a mental set
Neuroimaging the scientific mind
kndunbar@umd.edu
Generating new concepts
Frontopolar-
Cortex
Is analogy present? fMRI
Green et al 2009
Brain blocks generation of
new relations when inconsistent
kndunbar@umd.edu
12
Data inconsistent with a theory
recruits error detection networks
blocks memory
Particularly when data is inconsistent
with a plausible theory
What happens with tasks when data is
inconsistent with your theory?
Newtonian Theories of Motion
Really difficult to learn and teach
What happens when data are inconsistent with
persons preconceptions?
Non-Physics
Physics Students
Dorsal ACC
6, 9, 51
Conceptual blocking
Conceptual Blocking
How do we overcome
blocksUMD Students
Eccentric Poet
Rigid Librarian
But, Context &
expectations are key
educational tools facilitating
relational thought
Can we use stereotypes to
induce conceptual change
kndunbar@umd.edu
Uses of
Objects
Task
Divergent Thinking
What do we know
now?
Conceptual change in science
Analogy, causality and the unexpected
Goals often block conceptual change
but reframing allows new goals
and conceptual change
Neuroimaging and behavioral
converge on ways to overcome conceptual
blocking
Collaborators
Leslie Atkins
Denis Dumas
Eve Forster
Jonathan Fugelsang
Adam Green
Kaja Jasinska
Ada Le
Anthony Naimi
Laura-Ann Petitto
Matthew Roser

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Educating the Scientific Brain and Mind: Insights from The Science of Learning & Educational Neuroscience

  • 1. Kevin Niall Dunbar Director, Laboratory for Thinking, Reasoning & Educational Neuroscience Department of Human Development & Quantitative Methodology University of Maryland College Park
  • 2. Science of Learning & Educational NeuroscienceHow do we learn? Can we identify Underlying mechanisms of learning complex concepts? Especially Science? Use Naturalistic & Experimental Methods
  • 4. Our approachKey questions What facilitates Conceptual change? What inhibits conceptual change Underlying Mechanisms of conceptual change
  • 5. Our approaches Methods Naturalistic studies Controlled experiments Families in science museums Neuroimaging studies Students in undergraduate laboratory courses Key questions What facilitates Conceptual change? What inhibits conceptual change Underlying Mechanisms of conceptual
  • 6. Multiple Domains: Science, Performing Arts Politics! Multiple Locations: Lab, Museum, School, Grand Canyon! Scientific Thinking across the Spectrum Analogy Causality Creativity Multiple Methods: Verbal protocols, RT, Neuroimaging, Naturalistic, Experimental
  • 7. Early work: Goals-and conceptual change Students given short training in molecular biology Shown how to design experiments to investigate functions of genes Students’ goals can block conceptual change Let them achieve their goal then will consider alternate Relations even if more complex (Dunbar 1993) kndunbar@umd.edu
  • 8. kndunbar@umd.edu Our Naturalistic Work Molecular Biology Labs Science Museums Undergraduate Science labs
  • 9. 2 Immunology & Molecular Bio Molecular Bio of Bacteria Molecular Bio of Parasites Molecular Bio of HIV More recently 5 labs in Canada 1 lab in Italy 2 Laboratories Investigated
  • 10. 2 Immunology & Molecular Bio Molecular Bio of Bacteria Molecular Bio of Parasites Molecular Bio of HIV 2 Laboratories Investigated
  • 11. 3 Three Labs, 28 Research projects 417 Outcomes 223 Inconsistent194 Consistent Consistent Inconsistent ≈88% Time Reasoning about data
  • 12. Leading Labs • Lab A. I saw the results and wanted to throw myself off a bridge • Explained + a new theory • in 10 minutes
  • 13. A sample lab meeting
  • 14. Gender Analyses Analogical Reasoning – No differences Social interactions – No differences – Women no less likely to challenge Unexpected findings – Men more likely to assume know the cause – Women more likely to determine cause – Goals block consideration of alternate Concepts
  • 15. In One Lab, over 100 unexpected findings Gender & Unexpected Findings
  • 16. Conceptual Change: Graduate Students & Post Doctoral Students Use key reasoning strategies Attend To Anomalies Generate new relations Generate Analogies Causal Thinking Generate new Concepts Distributed Relational Thinking Do allow current goals to block conceptual change kndunbar@umd.edu
  • 18. EXAMPLE ANALOGY “YOU KNOW, JUST BECAUSE YOU CAN SEE TEN MOLECULES, THAT STILL ISN'T WORKING IN MY BOOK. A MONKEY WILL EVENTUALLY TYPE SHAKESPEARE, GIVEN THE OPPORTUNITY. PCR IS NOT UNLIKE THAT. YOU DO IT A BILLION TIMES, AND YOU PROBABLY WILL FIND ONE THING THAT HAPPENED TO BE RIGHT.”
  • 19. Analogy Results Range 6-25, – Mean Number of Analogies – Per Meeting – For 3 Labs 0. 2.3 4.5 6.8 9. Lab A Lab B Lab C
  • 20. Back to lab Experiments Show Goals critical • Depending on goal – People use structural Or superficial Features – (Blanchette & Dunbar 2000) 0 20 40 60 80 Remind Generate Superficial Structural
  • 21. Typical analogy results People bad at analogy But scientists show they canuse analogy What can explain the difference? Generation of the analogies Goals of the reasoner
  • 22. Analogy in science • In standard analogy research subjects dont GENERATE analogies. REMINDING is most common task. Tasks encourage use of superficial features • Analogy like all forms of reasoning is influenced by goals and context. • People are successful with meaningful real-world analogs. • Goals are critical
  • 23. Conclusion on analogy • People can and do use analogy • Involves working memory and abstraction and categorization • fMRI shows frontopolar and DLPFC involved • fNIRS reveals that frontopolar activated early followed by Dorsolateral PFC • Indicates that a key issue is preparing people to map from source to target, preparing a mental set
  • 24. Neuroimaging the scientific mind kndunbar@umd.edu
  • 26. Is analogy present? fMRI Green et al 2009
  • 27. Brain blocks generation of new relations when inconsistent kndunbar@umd.edu
  • 28. 12 Data inconsistent with a theory recruits error detection networks blocks memory Particularly when data is inconsistent with a plausible theory What happens with tasks when data is inconsistent with your theory?
  • 29. Newtonian Theories of Motion Really difficult to learn and teach What happens when data are inconsistent with persons preconceptions?
  • 30.
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  • 36. Conceptual Blocking How do we overcome blocksUMD Students Eccentric Poet Rigid Librarian But, Context & expectations are key educational tools facilitating relational thought Can we use stereotypes to induce conceptual change kndunbar@umd.edu
  • 38. What do we know now? Conceptual change in science Analogy, causality and the unexpected Goals often block conceptual change but reframing allows new goals and conceptual change Neuroimaging and behavioral converge on ways to overcome conceptual blocking
  • 39. Collaborators Leslie Atkins Denis Dumas Eve Forster Jonathan Fugelsang Adam Green Kaja Jasinska Ada Le Anthony Naimi Laura-Ann Petitto Matthew Roser