Hearing Matters More Than Seeing: A Cross-Modality Study of Statistical Learning and Reading Ability

ABSTRACT There is growing interest in the link between implicit statistical learning (SL) and reading ability. Although learning to read involves both auditory and visual modalities, it is not known whether reading skills might be more strongly associated with auditory SL or visual SL. Here we assessed SL across both modalities in 36 typically developing children and 36 healthy adults using the classic triplet-learning paradigm. Auditory SL was significantly associated with sentence reading fluency (Woodcock Johnson III Test of Achievement) in the combined sample of children and adults after controlling for age and nonverbal intelligence. In further analysis of the child data, auditory SL was significantly associated with nonword reading accuracy (Woodcock Reading Mastery Test), a relationship which appeared to be mediated by phonological processing abilities (Comprehensive Test of Phonological Processing). These findings suggest that auditory SL might contribute more strongly to certain aspects of reading development compared to visual SL.

[1]  Linda B. Smith,et al.  Rapid Word Learning Under Uncertainty via Cross-Situational Statistics , 2007, Psychological science.

[2]  Morten H. Christiansen,et al.  Domain generality versus modality specificity: the paradox of statistical learning , 2015, Trends in Cognitive Sciences.

[3]  P. Kuhl,et al.  Phonetic learning as a pathway to language: new data and native language magnet theory expanded (NLM-e) , 2008, Philosophical Transactions of the Royal Society B: Biological Sciences.

[4]  Erik D. Thiessen,et al.  Impaired Statistical Learning in Developmental Dyslexia. , 2015, Journal of speech, language, and hearing research : JSLHR.

[5]  Tyler K. Perrachione,et al.  Shared neuroanatomical substrates of impaired phonological working memory across reading disability and autism. , 2015, Biological psychiatry. Cognitive neuroscience and neuroimaging.

[6]  Ronny K. Ibrahim,et al.  Statistical learning and auditory processing in children with music training: An ERP study , 2017, Clinical Neurophysiology.

[7]  Morten H. Christiansen,et al.  PSYCHOLOGICAL SCIENCE Research Article Statistical Learning Within and Between Modalities Pitting Abstract Against Stimulus-Specific Representations , 2022 .

[8]  David E. Osher,et al.  Tracking the Roots of Reading Ability: White Matter Volume and Integrity Correlate with Phonological Awareness in Prereading and Early-Reading Kindergarten Children , 2013, The Journal of Neuroscience.

[9]  Noam Siegelman,et al.  What Predicts Successful Literacy Acquisition in a Second Language? , 2013, Psychological science.

[10]  K. Stevens,et al.  Linguistic experience alters phonetic perception in infants by 6 months of age. , 1992, Science.

[11]  R N Aslin,et al.  Statistical Learning by 8-Month-Old Infants , 1996, Science.

[12]  Aaron R. Seitz,et al.  Incidental orthographic learning during a color detection task , 2017, Cognition.

[13]  Joanne Arciuli,et al.  Statistical Learning Is Related to Reading Ability in Children and Adults , 2012, Cogn. Sci..

[14]  Morten H. Christiansen,et al.  Please Scroll down for Article European Journal of Cognitive Psychology Seeing and Hearing in Space and Time: Effects of Modality and Presentation Rate on Implicit Statistical Learning , 2022 .

[15]  Janne von Koss Torkildsen,et al.  Advancing Our Understanding of the Link between Statistical Learning and Language Acquisition: The Need for Longitudinal Data , 2012, Front. Psychology.

[16]  Nicholas B. Turk-Browne,et al.  Hippocampal Structure Predicts Statistical Learning and Associative Inference Abilities during Development , 2017, Journal of Cognitive Neuroscience.

[17]  Sarah Brown-Schmidt,et al.  The Necessity of the Hippocampus for Statistical Learning , 2018, Journal of Cognitive Neuroscience.

[18]  Evan Kidd,et al.  Individual Differences in Statistical Learning Predict Children's Comprehension of Syntax. , 2016, Child development.

[19]  Laurel Fais,et al.  Infant-directed speech supports phonetic category learning in English and Japanese , 2007, Cognition.

[20]  R. Frost,et al.  Statistical learning as an individual ability: Theoretical perspectives and empirical evidence. , 2015, Journal of memory and language.

[21]  M. Botvinick,et al.  Complementary learning systems within the hippocampus: A neural network modeling approach to reconciling episodic memory with statistical learning , 2016, bioRxiv.

[22]  Sylvia Defior,et al.  Implicit Learning of Written Regularities and Its Relation to Literacy Acquisition in a Shallow Orthography , 2015, Journal of psycholinguistic research.

[23]  John O. Willis,et al.  Kaufman Brief Intelligence Test–Second Edition , 2008 .

[24]  Christopher M. Conway,et al.  The Promise—and Challenge—of Statistical Learning for Elucidating Atypical Language Development , 2018, Current directions in psychological science.

[25]  Joanne Arciuli,et al.  The multi-component nature of statistical learning , 2017, Philosophical Transactions of the Royal Society B: Biological Sciences.

[26]  Alan S. Kaufman,et al.  Kaufman Brief Intelligence Test, Second Edition , 2014 .

[27]  Keith S. Apfelbaum,et al.  Statistical learning in reading: variability in irrelevant letters helps children learn phonics skills. , 2013, Developmental psychology.

[28]  Morten H. Christiansen,et al.  Modality-constrained statistical learning of tactile, visual, and auditory sequences. , 2005, Journal of experimental psychology. Learning, memory, and cognition.

[29]  Evan Kidd,et al.  Implicit statistical learning is directly associated with the acquisition of syntax. , 2012, Developmental psychology.

[30]  Elizabeth K. Johnson,et al.  Statistical learning of tone sequences by human infants and adults , 1999, Cognition.

[31]  Matthew E. Wolak,et al.  Guidelines for estimating repeatability , 2012 .

[32]  Monica Melby-Lervåg,et al.  Phonological skills and their role in learning to read: a meta-analytic review. , 2012, Psychological bulletin.

[33]  Linda B. Smith,et al.  Infants rapidly learn word-referent mappings via cross-situational statistics , 2008, Cognition.

[34]  K. Nation,et al.  Orthographic learning, fast and slow: Lexical competition effects reveal the time course of word learning in developing readers , 2017, Cognition.

[35]  Alexa R. Romberg,et al.  Statistical learning and language acquisition. , 2010, Wiley interdisciplinary reviews. Cognitive science.

[36]  Jessica Maye,et al.  Infant sensitivity to distributional information can affect phonetic discrimination , 2002, Cognition.

[37]  L. Cronbach Coefficient alpha and the internal structure of tests , 1951 .

[38]  Kosuke Imai,et al.  mediation: R Package for Causal Mediation Analysis , 2014 .

[39]  Barbara Landau,et al.  The Necessity of the Medial Temporal Lobe for Statistical Learning , 2014, Journal of Cognitive Neuroscience.

[40]  D. Barr,et al.  Random effects structure for confirmatory hypothesis testing: Keep it maximal. , 2013, Journal of memory and language.

[41]  Rachelle M. Bruno,et al.  Comprehensive Test of Phonological Processing (CTOPP) , 1999 .

[42]  Michael P. Kaschak,et al.  Statistical learning is related to early literacy-related skills , 2015, Reading and writing.

[43]  Julia L. Evans,et al.  Statistical learning in children with specific language impairment. , 2009, Journal of speech, language, and hearing research : JSLHR.

[44]  L. Squire Declarative and Nondeclarative Memory: Multiple Brain Systems Supporting Learning and Memory , 1992, Journal of Cognitive Neuroscience.

[45]  Julia L. Evans,et al.  Do statistical segmentation abilities predict lexical-phonological and lexical-semantic abilities in children with and without SLI?* , 2013, Journal of Child Language.

[46]  Joanne Arciuli,et al.  Statistical learning in typically developing children: the role of age and speed of stimulus presentation. , 2011, Developmental science.

[47]  Michael P. Kaschak,et al.  Individual Differences in Statistical Learning: Conceptual and Measurement Issues , 2016 .

[48]  Padraic Monaghan,et al.  Learning to Assign Lexical Stress during Reading Aloud: Corpus, Behavioral, and Computational Investigations. , 2010 .

[49]  Nicholas B. Turk-Browne,et al.  Complementary learning systems within the hippocampus: A neural network modeling approach to reconciling episodic memory with statistical learning , 2016, bioRxiv.

[50]  K. Demuth,et al.  Musicians' edge: A comparison of auditory processing, cognitive abilities and statistical learning , 2016, Hearing Research.

[51]  Richard K. Wagner,et al.  Causal relations between the development of phonological processing abilities and the acquisition of reading skills: A meta-analysis. , 1988 .

[52]  L. Holt,et al.  Incidental learning of sound categories is impaired in developmental dyslexia , 2015, Cortex.

[53]  R. Poldrack,et al.  How do memory systems interact? Evidence from human classification learning , 2004, Neurobiology of Learning and Memory.

[54]  Charles Hulme,et al.  The Causal Role of Phoneme Awareness and Letter-Sound Knowledge in Learning to Read , 2012, Psychological science.

[55]  Elizabeth K. Johnson,et al.  Word Segmentation by 8-Month-Olds: When Speech Cues Count More Than Statistics , 2001 .

[56]  T. Jaeger,et al.  Categorical Data Analysis: Away from ANOVAs (transformation or not) and towards Logit Mixed Models. , 2008, Journal of memory and language.

[57]  Joe P. Sutton,et al.  Woodcock Reading Mastery Tests Revised/Normative Update (WRMT-R/NU) , 1999 .

[58]  K. McGrew,et al.  Woodcock-Johnson tests of achievement. , 2009 .

[59]  Morten H. Christiansen,et al.  Timing is everything: Changes in presentation rate have opposite effects on auditory and visual implicit statistical learning , 2011, Quarterly journal of experimental psychology.

[60]  J. Mazziotta,et al.  Cracking the Language Code: Neural Mechanisms Underlying Speech Parsing , 2006, The Journal of Neuroscience.

[61]  J. H. Steiger Tests for comparing elements of a correlation matrix. , 1980 .

[62]  Christopher M. Conway,et al.  Neurocognitive mechanisms of statistical-sequential learning: what do event-related potentials tell us? , 2014, Front. Hum. Neurosci..

[63]  Fabienne Chetail,et al.  What do we do with what we learn? Statistical learning of orthographic regularities impacts written word processing , 2017, Cognition.

[64]  Axel Cleeremans,et al.  Implicit learning out of the lab: the case of orthographic regularities. , 2001, Journal of experimental psychology. General.