Computational Application for Early Detection of Dyslexia in Pre
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Transcript Computational Application for Early Detection of Dyslexia in Pre
Computational Application for
Early Detection of Dyslexia in
Pre-school Children
Background
Aim of overall project
Aim of current phase
Phonological Deficit Hypothesis
• The most commonly used tests in Ireland at present:
•The Dyslexia Screening Test (6.6 to 16.5 years)
•The Bangor Dyslexia Test (test not normed)
•Genetic Factor (Rack, 1999)
Dyslexic
Father
NonDyslexic
Father
Dyslexic
Mother
NonDyslexic
Mother
Males
0.447
0.050
0.361
0.056
Females
0.206
0.012
0.207
0.015
Developing the test
Early/Intermediate/Late Consonants (Smit
& Hand, 1997)
38 test items based on 19 phonemes
Selecting words and images
Pre-pilot the test – initial idea of validity
and reliability
Technical aspects
Test Administration
8 pre-schools
104 children (+ 20 at pre-pilot stage)
Age range: 33 to 69 months
Locations: rural Wicklow to urban City
Centre
20 questions per child
Mean score: 11.89; Mode: 11
Test Analysis
Histogram
20
Frequency
15
10
5
Mean =11.89
Std. Dev. =4.32
N =104
0
0
5
10
Total_1s
15
20
Point-Biserial Test
An item analysis test
Establishes a correlation between a
right/wrong score a child receives in a
given item and the total score that a child
gets in the overall test
Ranges from +1 to –1
Varma: Point Biserial of at least .15
Test Analysis contd.
Low Point-Biserial Scores Removed:
Histogram
12
10
Frequency
8
6
4
2
Mean =9.5
Std. Dev. =4.063
N =104
0
0
5
10
Proper_total_correct
15
20
Cronbach’s α
A split-half measure of the reliability of the
test items
•Cronbach's
Alpha
.830
•Number of
Items
17
Early/Intermediate/Late
Consonants
Developmental Sequence as recognised by
Smit&Hand (1997)
Early Consonants: Mean = 32
Intermediate Consonants: Mean = 33.8
Late Consonants: Mean = 32.58
No significant difference between groups
Location
Mean
Std.
Deviation
N
Location
Location A
8.67
6
3.670
Location B
11.00
9
4.031
Location C
8.67
12
3.312
Location D
8.83
12
3.950
Location E
6.64
14
2.706
•Phonological training?
Location F
10.07
28
4.472
•Age variation?
Location G
13.07
14
2.999
Location H
7.67
9
3.317
Total
9.50
104
4.063
•Significant variation in scores
•Parental interest?
Age-Sensitive Test
Mean Score
Standard Deviation
Group 1
8.05
3.268
Group 2
11.90
3.919
Group 3
12.35
4.499
Group 4
13.30
3.975
Group 5
13.54
3.833
Achievement
30 ‘good items’ in terms of reliability
Discriminates between children on their
success at a phoneme-based test
Age sensitive
Correct pitch – format of test
Futher Development
Further pilot-test
– More care in getting a representative sample
– Try on a group who are known to have
dyslexia
Further statistical analysis
– Z-scores
– Multiple Regression