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Dyscalculia: Why do numbersmake no sense to some people?
Dyscalculia: Why do numbersmake no sense to some people?
Dr. Anna J. WilsonResearch FellowDepartment of PsychologyUniversity of Auckland
Dr. Anna J. WilsonResearch FellowDepartment of PsychologyUniversity of Auckland
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My backgroundMy background BSc, The University of Auckland (Psychology)
Exchange to University of California, Berkeley PhD, University of Oregon (Psychology)
Dissertation: Numerical & spatial cognition
BSc, The University of Auckland (Psychology)
Exchange to University of California, Berkeley PhD, University of Oregon (Psychology)
Dissertation: Numerical & spatial cognition
Postdoctoral fellowship, INSERM U562, Paris Development & testing of remediation software for
dyscalculia (with Stanislas Dehaene)
Research fellow, University of Auckland Neural correlates of dyscalculia & relationship between
dyscalculia & dyslexia (with Karen Waldie)
Postdoctoral fellowship, INSERM U562, Paris Development & testing of remediation software for
dyscalculia (with Stanislas Dehaene)
Research fellow, University of Auckland Neural correlates of dyscalculia & relationship between
dyscalculia & dyslexia (with Karen Waldie)
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www.aboutdyscalculia.orgwww.aboutdyscalculia.org PhD, University of Oregon
Dissertation: Numerical & spatial cognition Supporting area: Math learning disabilities
Postdoctoral fellowship, INSERM U562, Paris
PhD, University of Oregon
Dissertation: Numerical & spatial cognition Supporting area: Math learning disabilities
Postdoctoral fellowship, INSERM U562, Paris
dyscalculia (with Stanislas Dehaene)
Research fellow, University of Auckland Neural correlates of dyscalculia & relationship between
dyscalculia & dyslexia (with Karen Waldie)
www.aboutdyscalculia.org
dyscalculia (with Stanislas Dehaene)
Research fellow, University of Auckland Neural correlates of dyscalculia & relationship between
dyscalculia & dyslexia (with Karen Waldie)
www.aboutdyscalculia.org
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Talk outlineTalk outline What is dyscalculia?
Numerical cognition Causes of dyscalculia
What is dyscalculia?
Numerical cognition Causes of dyscalculia
Identification Remediation
The future
Identification Remediation
The future
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Severe difficulty in mathematics presumed to
be due to a specific impairment in brainfunction
Also called Mathematics Disorder (DSM-IV),
Severe difficulty in mathematics presumed to
be due to a specific impairment in brainfunction
Also called Mathematics Disorder (DSM-IV),
Developmental dyscalculiaDevelopmental dyscalculia
Prevalence: around 6% (same as dyslexia!)
Has genetic component (runs in families)
Understudied compared to dyslexia
Prevalence: around 6% (same as dyslexia!)
Has genetic component (runs in families)
Understudied compared to dyslexia
Kosc, 1974; Shalev & Gross-Tsur, 2001; Geary, 1993, 2004; Badian, 1983;
Lewis, Hitch, & Walker, 1994
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Delay in acquisition of:
Counting Addition strategies (counting on vs. counting all)
Memorization of number facts (e.g. times tables)
Delay in acquisition of:
Counting Addition strategies (counting on vs. counting all)
Memorization of number facts (e.g. times tables)
Surface symptomsSurface symptoms 3 x 2 =3 x 3 =
3 x 4 =
Geary (1993, 2004) - review
Difficulties with story problems?
(e.g. Nancy Jordans research)- esp. when dyslexia present!
Geary (1993, 2004) - review
Difficulties with story problems?
(e.g. Nancy Jordans research)- esp. when dyslexia present!
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Difficulty representing quantity (number sense) .
Slow to compare numbers (Llanderl et al., 2004) Slow to enumerate 1-3 objects (subitizing)
(Reeve et al., in press)
Difficulty representing quantity (number sense) .
Slow to compare numbers (Llanderl et al., 2004) Slow to enumerate 1-3 objects (subitizing)
(Reeve et al., in press)
Core cognitive symptomsCore cognitive symptoms
Number symbols processed less automatically
Number stroop task(Rouselle & Nel, 2007;Rubinsten & Henik 2005)
Mental number line slow to develop
Number symbols processed less automatically
Number stroop task(Rouselle & Nel, 2007;Rubinsten & Henik 2005)
Mental number line slow to develop
7 9 7 9
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Some examplesSome examples
Llanderl, Bevan & Butterworth, 2004. Note that the impairment is inresponse time as well as accuracy
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Llanderl, Bevan & Butterworth, 2004.
7
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Mental number line developmentMental number line development0 100"Put a mark where 64 goes"
Siegler & Booth, 2004 Individual differences on this task correlate
with maths achievement scores.
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Mental number line in dyscalculiaMental number line in dyscalculia0 100"Put a mark where 64 goes"
a) Number placement at T1: 0-100 number line
80
100
i t u
d e
b) Number placement at T1: 0-1000 number line
800
900
1000
t u d e
Wilson, Krinzinger, Nuerk, Dehaene & Willmes, in prep
0
20
40
60
0 20 40 60 80 100Actual magnitude
M e a n e s
t i m a
t e d m a g
DyscalculicControl
0
100
200
300
400
500
600
0 100 200 300 400 500 600 700 800 900 1000
Actual magnitude
M e a n e s
t i m a t e d m a g n
i
DyscalculicControl
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Blocked from certain professions (lower salary)
Difficulty managing money Difficulty understanding statistics/numbers (influence
on decision making)
Blocked from certain professions (lower salary)
Difficulty managing money Difficulty understanding statistics/numbers (influence
on decision making)
Consequences in adultsConsequences in adults
- , ,- , ,
I have always had difficulty with simpleaddition and subtraction since young,
always still have to count on my fingersquickly e.g. 5+7 without anyone knowing.Sometimes I feel very embarrassed!Especially under pressure I just panic.
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I struggled through school with maths to the point theteachers gave up on me. I can only count on my fingers orwith a calculator. I can't count out change, no matter howsmall and often get flustered with any tasks involvingnumbers. Despite trying hard I could never remember my'times tables'. Division etc just bewildered me totally.
I struggled through school with maths to the point theteachers gave up on me. I can only count on my fingers orwith a calculator. I can't count out change, no matter howsmall and often get flustered with any tasks involvingnumbers. Despite trying hard I could never remember my'times tables'. Division etc just bewildered me totally.
Consequences in adultsConsequences in adults
English was one of my best subjects at school. I have no trouble whatsoever reading or writing,
understanding literary concepts and theories etc., butspend an hour sitting in the bank trying to work out how
much money is in my cheque account! Last year I returnedto University, attempting to avoid any papers containingmathematics, but hidden in nearly everything are formulasand calculations.
English was one of my best subjects at school. I have no trouble whatsoever reading or writing,
understanding literary concepts and theories etc., butspend an hour sitting in the bank trying to work out how
much money is in my cheque account! Last year I returnedto University, attempting to avoid any papers containingmathematics, but hidden in nearly everything are formulasand calculations.
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Both verbal and non-verbal:
Dyslexia (50%) ADHD (30%)
Both verbal and non-verbal:
Dyslexia (50%) ADHD (30%)
Co-morbid difficultiesCo-morbid difficulties
Spatial difficulties
Why is there such a high association betweenthese disorders?? What is the implication forremediation?
Spatial difficulties
Why is there such a high association betweenthese disorders?? What is the implication forremediation?
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What causes dyscalculia?
How can it be indentified early?Can it be prevented?
What causes dyscalculia?
How can it be indentified early?Can it be prevented?
The big questionsThe big questions
Why does it co-occur so often with otherlearning disabilities?
Are there subtypes; if so do they need differentremediation approaches?
In order to answer these we need to know about
how maths works in the brain.
Why does it co-occur so often with otherlearning disabilities?
Are there subtypes; if so do they need differentremediation approaches?
In order to answer these we need to know about
how maths works in the brain.
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Talk outlineTalk outline What is dyscalculia?
Numerical cognition Causes of dyscalculia
What is dyscalculia?
Numerical cognition Causes of dyscalculia
Identification Remediation
The future
Identification Remediation
The future
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Numerical cognitionNumerical cognition Study of representation of
number in the brain
Methods: Animals, infants, cross-cultural
Study of representation of
number in the brain
Methods: Animals, infants, cross-cultural, ,
Good introductory books:
, ,
Good introductory books:
Stanislas
Dehaene
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Mathematics is componentialMathematics is componential Non-verbal
number, approximation, comparison Verbal
Non-verbal
number, approximation, comparison Verbal
,
Logical problem solving, higher maths
Spatial geometry? Number line?
,
Logical problem solving, higher maths
Spatial geometry? Number line?
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Non-verbal bases of numberNon-verbal bases of number Number is not constructed or dependent
on logic/language as Piaget thought Animals can add, subtract, compare
quantities!
Number is not constructed or dependent
on logic/language as Piaget thought Animals can add, subtract, compare
quantities!
As can pre-verbal human infants... As can pre-verbal human infants...
Platt & Johnson (1971).
Rats taught to press buttona certain number of timesfor reward.Mode at the right value, but
responses approximate .
Platt & Johnson (1971).
Rats taught to press buttona certain number of timesfor reward.Mode at the right value, but
responses approximate .
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Approximate number: Demonstration
Which side has more dots?
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Ratio = 0.5
Faster, more accurate
Ratio = 0.79
Slower, less accurate
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Approximate numberApproximate numberAbility to discriminate depends on ratio of the twonumbers. This "distance effect" is found in
animals, and human adults and children.
Ability to discriminate depends on ratio of the twonumbers. This "distance effect" is found in
animals, and human adults and children.
e.g. see Brannon (2003) for review
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12 24
Ratio = 0.5
Dots: faster, more accurateDigits: the same!!
24 19
Ratio = 0.79
Dots: slower, less accurateDigits: the same!!
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Approximate numberApproximate numberAbility to discriminate depends on ratio of the twonumbers. This "distance effect" is found in
animals, and human adults and children.
Ability to discriminate depends on ratio of the twonumbers. This "distance effect" is found in
animals, and human adults and children.
e.g. see Brannon (2003) for review
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Approximate arithmeticApproximate arithmeticBarth (2005) Five year old childrenBarth (2005) Five year old children
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Approximate numberApproximate numberWhat have we learned about it so far?
Non-verbal Non-symbolic
What have we learned about it so far?
Non-verbal Non-symbolic
resen n an ma s uman n an s Still accessed in skilled adults Used for representation and operations
Next: Has a specific brain basis
resen n an ma s uman n an s Still accessed in skilled adults Used for representation and operations
Next: Has a specific brain basis
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Number sense in adultsNumber sense in adults
z = 44 x = 39x = - 48
Left hemisphere Right hemisphere
50 %z = 49
HIPS
Axial slice
Using number sense activates the intraparietal sulcus (IPS) :
(This same area is involved in thinking about space .)
Tasks that activate this region:
Comparison of numbers Subtraction Approximation Estimation Non-symbolic tasks
Automatically activated by viewing numbers
Dehaene, Piazza, Pinel, & Cohen (2003)
22 %
e.g. comparison
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Neurons & approximate numberNeurons & approximate number
Areas that respond to a change of numerosity
The distance effect shows up in responses
of neurons
The distance effect shows up in responses
of neurons
0.5 1 2-0.4
-0.2
0
0.2
0.4
0.5 1 2-0.4
-0.2
0
0.2
0.4
% of activation to a number of dots aftera adaptation period
% d
a c t
i v a
t i o n
Ratio / target Ratio / target
Weberfraction
Weberfraction
Piazza, 2004
Nieder &Miller,2004
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Number sense in childrenNumber sense in childrenNeural correlates the sameas in adults.
Non symbolictasks
Cantlon, Brannon,Carter & Pelphrey 2006
fMRI in 4 year olds
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Mathematics is componentialMathematics is componential Non-verbal Intraparietal sulcus (IPS)
number, approximation, comparison Verbal Perisylvian language network
Non-verbal Intraparietal sulcus (IPS)
number, approximation, comparison Verbal Perisylvian language network
,
Logical Frontal lobes? problem solving, higher maths
Spatial Parietal lobes? geometry? Number line?
,
Logical Frontal lobes? problem solving, higher maths
Spatial Parietal lobes? geometry? Number line?
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Supramarginalgyrus
Angular gyrus
Superior Frontal Gyrus
Middle FrontalGyrus
Intraparietalsulcus
InferiorFrontal Gyrus
Middle Temporal Gyrus
Inferior temporal Gyrus
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Talk outlineTalk outline What is dyscalculia?
Numerical cognition Causes of dyscalculia
What is dyscalculia?
Numerical cognition Causes of dyscalculia
Identification Remediation
The future
Identification Remediation
The future
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Causes of dyscalculiaCauses of dyscalculia
left hemisphere right hemisphere
"Core deficit" hypothesis"Core deficit" hypothesis ::Deficit in number senseDeficit in number sense(Butterworth, 1999; Gersten & Chard,1999; Wilson & Dehaene, 2007)
Dehaene, S. (1992). Cognition, 44 , 1-42.Dehaene, S., & Cohen, L. (1995). Mathematical Cognition, 1 , 83-120.
verbal"six"
quantity
visual6
visual6
quantity
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Brain bases of dyscalculiaBrain bases of dyscalculia
D scalculic adults born re-term D scalculic children - less re matter inless gray matter in IPS
(Isaacs, Edmonds & Lucas, 2001)
Superimposed images of sulciTurnersubjects
Controls
Molko, Cachia and Riviere (2004) Turners subjects -structural and functional alternations in IPS.
IPS (Rotzer et al., 2008)
Dyscalculic children less activation inIPS during magnitude tasks (Kucian etal., 2006)
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Causes of dyscalculiaCauses of dyscalculia
left hemisphere right hemisphere
"Core deficit" hypothesis"Core deficit" hypothesis ::Deficit in number senseDeficit in number sense(Butterworth, 1999; Gersten & Chard,1999; Wilson & Dehaene, 2007)
"Access" hypothesis :Deficit in link betweennumber sense and symbols
(Rouselle & Nel, 2007)
Dehaene, S. (1992). Cognition, 44 , 1-42.Dehaene, S., & Cohen, L. (1995). Mathematical Cognition, 1 , 83-120.
verbal"six"
quantity
visual6
visual6
quantity
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Number sense / number sense access Everything affected except counting, fact retrieval
May have difficulty with non-symbolic tasks Verbal
Difficulty with counting, fact retrieval, word problems
Number sense / number sense access Everything affected except counting, fact retrieval
May have difficulty with non-symbolic tasks Verbal
Difficulty with counting, fact retrieval, word problems
One subtype proposalOne subtype proposal
Associated with dyslexia?
Executive Difficulty with fact retrieval, use of strategy/procedure Associated with ADHD??
Spatial Difficulty with subitizing, apprehension of non-symbolic
quantity mental number line?Wilson & Dehaene (2007)
Associated with dyslexia?
Executive Difficulty with fact retrieval, use of strategy/procedure Associated with ADHD??
Spatial Difficulty with subitizing, apprehension of non-symbolic
quantity mental number line?Wilson & Dehaene (2007)
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Talk outlineTalk outline What is dyscalculia?
Numerical cognition Causes of dyscalculia
What is dyscalculia?
Numerical cognition Causes of dyscalculia
Identification Remediation
The future
Identification Remediation
The future
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What causes dyscalculia?
How can it be indentified early?Can it be prevented?
What causes dyscalculia?
How can it be indentified early?Can it be prevented?
The big questionsThe big questions
Why does it co-occur so often with otherlearning disabilities?
Are there subtypes ; if so do they need differentremediation approaches?
Why does it co-occur so often with otherlearning disabilities?
Are there subtypes ; if so do they need differentremediation approaches?
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Auckland comorbidity projectAuckland comorbidity projectPostdoctoral fellowship with KarenWaldie, funded by Univ. of Auckland.
Phase I:
Postdoctoral fellowship with KarenWaldie, funded by Univ. of Auckland.
Phase I: , ,
both or neither (20 per group)
Cognitive testing (symptoms, subtypes)
Brain imaging (fMRI; neural markers)
Phase II (if funded!): similar study in children
, ,both or neither (20 per group)
Cognitive testing (symptoms, subtypes)
Brain imaging (fMRI; neural markers)
Phase II (if funded!): similar study in children
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An example from reading...An example from reading...Fast ForWord(Merzenich et al., 2006; Tallal et al., 2006;Scientific Learning Corporation)
Fast ForWord(Merzenich et al., 2006; Tallal et al., 2006;Scientific Learning Corporation)
Adaptive game software for reading
S ecific Lan ua e Im airment D slexia
Intensive individual intervention(1h/day for 12 wks)
Temple et al. 2003
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Talk outlineTalk outline What is dyscalculia?
Numerical cognition Causes of dyscalculia
What is dyscalculia?
Numerical cognition Causes of dyscalculia
Identification Remediation
The future
Identification Remediation
The future
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IdentificationIdentificationTest for: Mathematics level (standardised test)
e.g. PAT, Woodcock Johnson, WRAT, KeyMath
Profile of performance in different components
Test for: Mathematics level (standardised test)
e.g. PAT, Woodcock Johnson, WRAT, KeyMath
Profile of performance in different components ru e ou genera cu es
Dyslexia, ADHD, spatial difficulties, dyspraxia ifsuspected
Important to rule out:educational experiences, motivation
ru e ou genera cu es Dyslexia, ADHD, spatial difficulties, dyspraxia if
suspected
Important to rule out:educational experiences, motivation
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Profiling testsProfiling testsIdeally: Measurements of response time as
well as accuracy. Separate breakdowns fordifferent operations and components KeyMath (5-22 yrs)
Ideally: Measurements of response time as
well as accuracy. Separate breakdowns fordifferent operations and components KeyMath (5-22 yrs)
TEMA-3 (3-8 yrs) CMAT (7-19 yrs) Diagnostic mathematics profiles (AUS) Booker Profiles? (AUS)
TEMA-3 (3-8 yrs) CMAT (7-19 yrs) Diagnostic mathematics profiles (AUS) Booker Profiles? (AUS)
ff
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Dyscalculia Screener (nferNelson)Dyscalculia Screener (nferNelson)
Brian Butterworth, University College Londonwww.mathematicalbrain.com
Computerised, for use in schools Number stroop
Brian Butterworth, University College Londonwww.mathematicalbrain.com
Computerised, for use in schools Number stroop
u z ng oun ng Mental arithmetic
Administration time: 30 minutes
Advantages: Precise measures including reaction time,standardised, fastDisadvantages: Assumes dyscalculia caused by core
deficit in number sense
u z ng oun ng Mental arithmetic
Administration time: 30 minutes
Advantages: Precise measures including reaction time,standardised, fastDisadvantages: Assumes dyscalculia caused by core
deficit in number sense
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Talk outlineTalk outline What is dyscalculia?
Numerical cognition Causes of dyscalculia
What is dyscalculia?
Numerical cognition Causes of dyscalculia
Identification Remediation The future
Identification Remediation The future
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Individual remediationIndividual remediation Focus on understanding (esp. quantity)
Drilling of facts only useful up to a point Use concrete materials
Focus on understanding (esp. quantity)
Drilling of facts only useful up to a point Use concrete materials
Provide lots of practice Reduce need for memorisation Ask a lot of questions to get the child
engaged and thinking Make learning active and fun
Provide lots of practice Reduce need for memorisation Ask a lot of questions to get the child
engaged and thinking Make learning active and fun
H h l i h lH h l i h l
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How to help in the classroomHow to help in the classroom
Give children their own set of work, attheir level
Allow extra time
Give children their own set of work, attheir level
Allow extra time
questions Extra scaffolding, especially for multi-step
procedures
Reduce opportunity for comparison withpeers
questions Extra scaffolding, especially for multi-step
procedures
Reduce opportunity for comparison withpeers
Wh t b t bt ?Wh t b t bt ?
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What about subtypes?What about subtypes?
In the absence of a verdict from research a goodway to approach subtypes is by using acomponential analysis to plan remediation.
In the absence of a verdict from research a goodway to approach subtypes is by using acomponential analysis to plan remediation.
. .
with number sense, focus on number sense!
If child has dyslexia and trouble with wordproblems, focus on reading/interpreting.
Note that this necessitates a componentialassessment
. .
with number sense, focus on number sense!
If child has dyslexia and trouble with wordproblems, focus on reading/interpreting.
Note that this necessitates a componentialassessment
R di ti kb kR di ti kb k
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Remediation workbooksRemediation workbooks
Dyscalculia Guidance by Brian Butterworth & Dorian Yeo. (2004).The Dyscalculia Toolkit: Supporting Learning Difficulties in Maths by Ronit Bird
(2007).Dyscalculia: Action Plans for Successful Learning in Mathematics by Glynis
Hannell. (2005).Dyslexia, Dyspraxia and Mathematics by Dorian Yeo. (2003).Mathematics for dyslexics including dyscalculia by Steve Chinn and Richard
Ashcroft. (2007, 3rd Edn).The Trouble with Maths: A Practical Guide to Helping Learners with Numeracy
Difficulties by Steve Chinn. (2004).
Dyscalculia Guidance by Brian Butterworth & Dorian Yeo. (2004).The Dyscalculia Toolkit: Supporting Learning Difficulties in Maths by Ronit Bird
(2007).Dyscalculia: Action Plans for Successful Learning in Mathematics by Glynis
Hannell. (2005).Dyslexia, Dyspraxia and Mathematics by Dorian Yeo. (2003).Mathematics for dyslexics including dyscalculia by Steve Chinn and Richard
Ashcroft. (2007, 3rd Edn).The Trouble with Maths: A Practical Guide to Helping Learners with Numeracy
Difficulties by Steve Chinn. (2004).
Soft areSoft are
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SoftwareSoftware
Bubble Reef
Bubble Reef
Number Sharkby White Space
Number Sharkby White Space
To Market, To Marketby Learning in MotionTo Market, To Marketby Learning in Motion
The Number Raceby myself and Stan
Dehaene
The Number Raceby myself and Stan
Dehaene
Knowsley Woods
by ICDC
Knowsley Woods
by ICDC
The Number RaceThe Number Race
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The Number RaceThe Number Race
http://www.unicog.org/main/pages.php?page=NumberRace
Adaptive game to remediate/teach early numbersense
http://www.unicog.org/main/pages.php?page=NumberRace
Adaptive game to remediate/teach early numbersense
on-pro mo e open source = ree o o a n,copy, distribute, modify)
Programmed by myself
Wilson et al. 2007a,b
Languages:
on-pro mo e open source = ree o o a n,copy, distribute, modify)
Programmed by myself
Wilson et al. 2007a,b
Languages:
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Research based instructional principlesResearch based instructional principles
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Research based instructional principlesResearch based instructional principles Enhance number sense
intensive number comparison (e.g. largest of 3, 9?) speed deadline
link between number and space Cement non-symbolic symbolic links
repeated association of non-symbolic & symbolic
Enhance number sense intensive number comparison (e.g. largest of 3, 9?) speed deadline
link between number and space Cement non-symbolic symbolic links
repeated association of non-symbolic & symbolicnum ers
encourage increasing reliance on symbols Conceptualise and automatise arithmetic
concrete representations of operations speed deadline
Maximize motivation positive reinforcement difficulty adaptation entertaining format (game!)
num ers
encourage increasing reliance on symbols Conceptualise and automatise arithmetic
concrete representations of operations speed deadline
Maximize motivation positive reinforcement difficulty adaptation entertaining format (game!)
Adaptive algorithmAdaptive algorithm
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Adaptive algorithmAdaptive algorithm
AI (artificial intelligence) module builds a modelof children's "knowledge space"
Presents problems on borders of knowledge (nottoo easy, not too hard)
AI (artificial intelligence) module builds a modelof children's "knowledge space"
Presents problems on borders of knowledge (nottoo easy, not too hard)
1
General: can beused for any task if learningdimensions known
General: can beused for any task if learningdimensions known
00.2
0.40.6
0.81
0
0.2
0.4
0.6
0.8
10
0.2
0.4
0.6
0.8
n o t a t i o n
speeddistance
Talk outlineTalk outline
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Talk outlineTalk outline
What is dyscalculia?
Numerical cognition Causes of dyscalculia
What is dyscalculia?
Numerical cognition Causes of dyscalculia
Identification Remediation The future
Identification Remediation The future
Future goalsFuture goals
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Future goalsFuture goals
Identify children as young as possible andprovide preventative intervention
Why? " "
Identify children as young as possible andprovide preventative intervention
Why? " "
Maths is highly cumulative Avoid negative experiences associated
with failure
Quicker and cheaper
Maths is highly cumulative Avoid negative experiences associated
with failure
Quicker and cheaper
Early identificationEarly identification
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Early identificationEarly identification Currently can do behavioural screening, either
Non-symbolic in infancy
Symbolic in kindergarten Can predict future performance from
behavioural measures in kindergarten
Currently can do behavioural screening, either Non-symbolic in infancy
Symbolic in kindergarten Can predict future performance from
behavioural measures in kindergarten (e.g. Mazzocco & Thompson, 2005)
But still have many false positives
More work needed to develop measures
(e.g. Mazzocco & Thompson, 2005)
But still have many false positives
More work needed to develop measures
Future goalsFuture goals
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Future goalsFuture goals
Identify genetic markers so we know whichkids are at risk.Need to: find genes
Identify genetic markers so we know whichkids are at risk.Need to: find genes
Identify neural markers .Need to: develop inexpensive and quickbrain imaging techniques.
Identify neural markers .Need to: develop inexpensive and quickbrain imaging techniques.
A copy of this presentationA copy of this presentation
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A copy of this presentationA copy of this presentation
...Can be found on:
My website:
...Can be found on:
My website:. .
(look under news)
Contact information:[email protected]
. .
(look under news)
Contact information:[email protected]
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