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Using computational modeling to understand the interaction between risk and protective factors in reading disability ...
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Using computational modeling to understand the interaction between risk and protective factors in reading disability ...
Abstract: Computational simulations of learning to read in the “triangle model” framework have contributed to our understanding of typical and atypical reading development. Manipulations of simulation parameters, such as the degree of noise in the phonological system, the number of processing (hidden) units, and the rate of learning have been used to show how differences in relevant perceptual and cognitive capacities can contribute to different forms of reading disability. Here we examine how graded, orthogonal variability in these “control parameters” influences performance across a broad range. We considered how variability in these parameters interact to produce different patterns of performance across a range of word and pseudoword stimuli over the course of training. Results were broadly consistent with expectations — noise in the phonological layer leads to worse performance on pseudowords and restricting the number of hidden units lead to worse performance for inconsistent words. One surprising result was that ...
Keyword: Capsule; computational modeling; individual differences; reading disability; Social Sciences; triangle model
URL: https://codeocean.com/capsule/4507067/tree/v2
https://dx.doi.org/10.24433/co.1821081.v2
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Using information-theoretic measures to characterize the structure of the writing system: the case of orthographic-phonological regularities in English [<Journal>]
Siegelman, Noam [Verfasser]; Kearns, Devin M. [Verfasser]; Rueckl, Jay G. [Verfasser]
DNB Subject Category Language
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4
Using Information-Theoretic Measures to Characterize the Structure of the Writing System: The Case of Orthographic-Phonological Regularities in English
In: Behav Res Methods (2020)
BASE
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5
Friends in Low-Entropy Places: Orthographic Neighbor Effects on Visual Word Identification Differ Across Letter Positions
In: Cogn Sci (2020)
BASE
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6
Is that a pibu or a pibo? Children with reading and language deficits show difficulties in learning and overnight consolidation of phonologically similar pseudowords
In: Dev Sci (2020)
BASE
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7
Individual differences in learning the regularities between orthography, phonology and semantics predict early reading skills
In: J Mem Lang (2020)
BASE
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8
Neurobiological signatures of L2 proficiency: Evidence from a bi-directional cross-linguistic study
BASE
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9
Neural Representations for Newly Learned Words are Modulated by Overnight Consolidation, Reading skill, and Age
BASE
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10
Development and Prediction of Context-Dependent Vowel Pronunciation in Elementary Readers
BASE
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11
Reading and the Neurocognitive Bases of Statistical Learning(1)
BASE
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12
Statistical and Cooperative Learning in Reading: An Artificial Orthography Learning Study
BASE
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13
Dough, Tough, Cough, Rough: A “Fast” fMRI Localizer of Component Processes in Reading
BASE
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14
Advances in morphological processing : a special issue of language and cognitive processes
Pollatsek, Alexander; Juhasz, Barbara J.; Morris, Joanna. - New York : Psychology Press, 2015
BLLDB
UB Frankfurt Linguistik
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15
Universal brain signature of proficient reading: Evidence from four contrasting languages.
In: Proceedings of the National Academy of Sciences of the United States of America, vol 112, iss 50 (2015)
BASE
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16
Universal brain signature of proficient reading: Evidence from four contrasting languages
Rueckl, Jay G.; Paz-Alonso, Pedro M.; Molfese, Peter J.. - : National Academy of Sciences, 2015
BASE
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17
Neural division of labor in reading is constrained by culture: A training study of reading Chinese characters
BASE
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18
Connectionism and the role of morphology in visual word recognition
In: Methodological and analytic frontiers in lexical research (2012)
IDS Mannheim
19
How does the brain read words?
In: The Cambridge handbook of psycholinguistics (Cambridge, 2012), p. 218-238
MPI für Psycholinguistik
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20
The limitations of the reverse-engineering approach to cognitive modeling
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 35 (2012) 5, 305
OLC Linguistik
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