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Neveu A, Kaushanskaya M. Paired-associate versus cross-situational: How do verbal working memory and word familiarity affect word learning? Mem Cognit 2023; 51:1670-1682. [PMID: 37012500 PMCID: PMC11234482 DOI: 10.3758/s13421-023-01421-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/23/2023] [Indexed: 04/05/2023]
Abstract
Word learning is one of the first steps into language, and vocabulary knowledge predicts reading, speaking, and writing ability. There are several pathways to word learning and little is known about how they differ. Previous research has investigated paired-associate (PAL) and cross-situational word learning (CSWL) separately, limiting the understanding of how the learning process compares across the two. In PAL, the roles of word familiarity and working memory have been thoroughly examined, but these same factors have received very little attention in CSWL. We randomly assigned 126 monolingual adults to PAL or CSWL. In each task, names of 12 novel objects were learned (six familiar words, six unfamiliar words). Logistic mixed-effects models examined whether word-learning paradigm, word type and working memory (measured with a backward digit-span task) predicted learning. Results suggest better learning performance in PAL and on familiar words. Working memory predicted word learning across paradigms, but no interactions were found between any of the predictors. This suggests that PAL is easier than CSWL, likely because of reduced ambiguity between the word and the referent, but that learning across both paradigms is equally enhanced by word familiarity, and similarly supported by working memory.
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Affiliation(s)
- Anne Neveu
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA.
| | - Margarita Kaushanskaya
- Department of Communication Sciences & Disorders, University of Wisconsin - Madison, Madison, WI, USA
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2
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On the role of interference in sequence learning in Guinea baboons (Papio papio). Learn Behav 2022:10.3758/s13420-022-00537-1. [DOI: 10.3758/s13420-022-00537-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/09/2022] [Indexed: 11/08/2022]
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3
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The distinct contribution of verbal and visuospatial short-term memory abilities to arithmetic development. COGNITIVE DEVELOPMENT 2022. [DOI: 10.1016/j.cogdev.2021.101139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Lahti-Nuuttila P, Laasonen M, Smolander S, Kunnari S, Arkkila E, Service E. Language acquisition of early sequentially bilingual children is moderated by short-term memory for order in developmental language disorder: Findings from the HelSLI study. INTERNATIONAL JOURNAL OF LANGUAGE & COMMUNICATION DISORDERS 2021; 56:907-926. [PMID: 34339103 DOI: 10.1111/1460-6984.12635] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Revised: 04/29/2021] [Accepted: 04/29/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND The role of domain-general short-term memory (STM) in language development remains controversial. A previous finding from the HelSLI study on children with developmental language disorder (DLD) suggested that not only verbal but also non-verbal STM for temporal order is related to language acquisition in monolingual children with DLD. AIMS To investigate if a similar relationship could be replicated in a sample of sequentially bilingual children with DLD. In addition to the effect of age, the effect of cumulative second language (L2) exposure was studied. METHODS & PROCEDURES Sixty-one 4-6-year-old bilingual children with DLD and 63 typically developing (TD) bilingual children participated in a cross-sectional study conducted in their L2. Children completed novel game-like tests of visual and auditory non-verbal serial STM, as well as tests of cognitive functioning and language. Interactions of STM for order with age and exposure to L2 (Finnish) were explored as explanatory variables. OUTCOMES & RESULTS First, the improvement of non-verbal serial STM with age was faster in sequentially bilingual TD children than in bilingual children with DLD. A similar effect was observed for L2 exposure. However, when both age and exposure were considered simultaneously, only age was related to the differential growth of non-verbal STM for order in the groups. Second, only in children with DLD was better non-verbal serial STM capacity related to an improvement in language scores with age and exposure. CONCLUSIONS & IMPLICATIONS The results suggest that, as previously found in Finnish monolingual children, domain-general serial STM processing is also compromised in bilingual children with DLD. Further, similar to the monolingual findings, better non-verbal serial STM was associated with greater language improvement with age and exposure, but only in children with DLD, in the age range studied here. Thus, in clinical settings, assessing non-verbal serial STM of bilingual children could improve the detection of DLD and understanding of its non-linguistic symptoms. WHAT THIS PAPER ADDS What is already known on the subject Both phonological and non-verbal STM have been associated with DLD in monolingual and sequentially bilingual children. Monolingual children with DLD have also shown slower non-verbal serial STM development than TD children. What this study adds to existing knowledge Sequentially bilingual TD children's non-verbal serial STM improves more between ages 4 and 7 years than that of their peers with DLD, replicating a finding for monolingual children with DLD. Better non-verbal serial STM was especially associated with early receptive language development in sequentially bilingual children with DLD. L2 exposure showed largely comparable effects with age. These results support the hypothesis that a domain-general serial STM deficit is linked to DLD. What are the potential or actual clinical implications of this work? Non-verbal assessment of STM for serial order in sequentially bilingual children with DLD could benefit the development of better tailored therapeutic interventions.
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Affiliation(s)
- Pekka Lahti-Nuuttila
- Department of Otorhinolaryngology and Phoniatrics, Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Marja Laasonen
- Department of Otorhinolaryngology and Phoniatrics, Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Logopedics, School of Humanities, Philosophical Faculty, University of Eastern Finland, Joensuu, Finland
| | - Sini Smolander
- Department of Otorhinolaryngology and Phoniatrics, Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
- Research Unit of Logopedics, University of Oulu, Oulu, Finland
| | - Sari Kunnari
- Research Unit of Logopedics, University of Oulu, Oulu, Finland
| | - Eva Arkkila
- Department of Otorhinolaryngology and Phoniatrics, Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Elisabet Service
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Centre for Advanced Research in Experimental and Applied Linguistics (ARiEAL), Department of Linguistics and Languages, McMaster University, Hamilton, Canada
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Lahti-Nuuttila P, Service E, Smolander S, Kunnari S, Arkkila E, Laasonen M. Short-Term Memory for Serial Order Moderates Aspects of Language Acquisition in Children With Developmental Language Disorder: Findings From the HelSLI Study. Front Psychol 2021; 12:608069. [PMID: 33959064 PMCID: PMC8096175 DOI: 10.3389/fpsyg.2021.608069] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Accepted: 03/08/2021] [Indexed: 11/13/2022] Open
Abstract
Previous studies of verbal short-term memory (STM) indicate that STM for serial order may be linked to language development and developmental language disorder (DLD). To clarify whether a domain-general mechanism is impaired in DLD, we studied the relations between age, non-verbal serial STM, and language competence (expressive language, receptive language, and language reasoning). We hypothesized that non-verbal serial STM differences between groups of children with DLD and typically developing (TD) children are linked to their language acquisition differences. Fifty-one children with DLD and sixty-six TD children participated as part of the HelSLI project in this cross-sectional study. The children were 4-6-year-old monolingual native Finnish speakers. They completed several tests of language and cognitive functioning, as well as new game-like tests of visual and auditory non-verbal serial STM. We used regression analyses to examine how serial STM moderates the effect of age on language. A non-verbal composite measure of serial visual and auditory STM moderated cross-sectional development of receptive language in the children with DLD. This moderation was not observed in the TD children. However, we found more rapid cross-sectional development of non-verbal serial STM in the TD children than in the children with DLD. The results suggest that children with DLD may be more likely to have compromised general serial STM processing and that superior non-verbal serial STM may be associated with better language acquisition in children with DLD.
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Affiliation(s)
- Pekka Lahti-Nuuttila
- Department of Otorhinolaryngology and Phoniatrics, Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Elisabet Service
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Department of Linguistics and Languages, Centre for Advanced Research in Experimental and Applied Linguistics, McMaster University, Hamilton, ON, Canada
| | - Sini Smolander
- Department of Otorhinolaryngology and Phoniatrics, Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
- Research Unit of Logopedics, University of Oulu, Oulu, Finland
| | - Sari Kunnari
- Research Unit of Logopedics, University of Oulu, Oulu, Finland
| | - Eva Arkkila
- Department of Otorhinolaryngology and Phoniatrics, Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Marja Laasonen
- Department of Otorhinolaryngology and Phoniatrics, Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Logopedics, School of Humanities, Philosophical Faculty, University of Eastern Finland, Joensuu, Finland
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Do serial order short-term memory and long-term learning abilities predict spelling skills in school-age children? Cognition 2020; 206:104479. [PMID: 33157381 DOI: 10.1016/j.cognition.2020.104479] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2020] [Revised: 09/14/2020] [Accepted: 09/22/2020] [Indexed: 11/23/2022]
Abstract
Compared to most human language abilities, the cognitive mechanisms underlying spelling have not been as intensively investigated as reading and therefore remain to this day less well understood. The current study aims to address this shortcoming by investigating the contribution of serial order short-term memory (STM) and long-term learning (LTL) abilities to emerging spelling skills. Indeed, although there are several reasons to assume associations between serial order memory and spelling abilities, this relationship has hardly been investigated empirically. In this study, we hypothesized that serial order STM plays an important role in spelling novel words, for which children are supposed to rely on a sequential nonlexical spelling procedure. Serial order LTL was hypothesized to be involved in the creation of more stable orthographic representations allowing children to spell (regular and irregular) words by using a lexical spelling strategy based on the direct access to orthographic representations stored in long-term memory. To assess these hypotheses, we conducted a longitudinal study in which we tested a sample of 116 French-speaking children at first grade and two years later at third grade of primary school. At first grade, we administered tasks that were specifically designed to maximize STM and LTL abilities for serial order information. At third grade, we assessed spelling abilities using irregular word, regular word, and pseudoword writing-to-dictation tasks. Bayesian regression analyses showed that pseudoword, but also irregular word spelling was best predicted by serial order STM, while regular word spelling was similarly predicted by both serial order STM and LTL.
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Verbal Working Memory but Not Attention Is Related to Language Proficiency: Evidence from Multilingual Speakers. Psychol Belg 2020; 60:270-293. [PMID: 32944261 PMCID: PMC7473201 DOI: 10.5334/pb.525] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Numerous studies have shown a consistent relationship between verbal working memory (WM) and native-language as well as non-native language learning abilities. However, the role of attentional abilities has been rarely explored, although these abilities have been shown to be associated both with verbal working memory and oral language proficiency. This study investigated the association between WM, attention and language proficiency in young adults raised with three different languages (Luxembourgish, German and French). Auditory-verbal WM abilities were assessed via an immediate serial recall task. Attentional abilities were assessed via auditory-verbal and visuo-spatial attentional tasks. Using a Bayesian correlational approach, we observed robust evidence for an association between auditory-verbal WM abilities and non-native language proficiency. At the same time, we observed no reliable evidence in favor of an association between language proficiency and auditory-verbal/visuo-spatial attentional measures. These results suggest that auditory-verbal WM and non-native language proficiency are strongly linked in young multilingual adults, irrespective of auditory-verbal or visuo-spatial attentional abilities.
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Guida A, Fartoukh M, Mathy F. The development of working memory spatialization revealed by using the cave paradigm in a two-alternative spatial choice. Ann N Y Acad Sci 2020; 1477:54-70. [PMID: 32713019 DOI: 10.1111/nyas.14433] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 06/04/2020] [Accepted: 06/17/2020] [Indexed: 10/23/2022]
Abstract
When Western participants are asked to keep in mind a sequence of verbal items, they tend to associate the first items to the left and the last items to the right. This phenomenon, known as the spatial-positional association response codes effect, has been interpreted as showing that individuals spatialize the memoranda by creating a left-to-right mental line with them. One important gap in our knowledge concerns the development of this phenomenon: when do Western individuals start organizing their thought from left to right? To answer this question, 274 participants in seven age groups were tested (kindergarten, Grades 1, 2, 3, 4, and 5, and adults). We used a new protocol meant to be child-friendly, which involves associating two caves with two animals using a two-alternative spatial forced choice. Participants had to guess in which cave a specific animal could be hidden. Results showed that it is from Grade 3 on that participants spatialize information in working memory in a left-to-right fashion like adults.
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Affiliation(s)
| | - Michaël Fartoukh
- Bases Corpus Langage UMR 7320 CNRS, Université Côte d'Azur, Nice, France
| | - Fabien Mathy
- Bases Corpus Langage UMR 7320 CNRS, Université Côte d'Azur, Nice, France
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Attout L, Ordonez Magro L, Szmalec A, Majerus S. The developmental neural substrates of Hebb repetition learning and their link with reading ability. Hum Brain Mapp 2020; 41:3956-3969. [PMID: 32573904 PMCID: PMC7469830 DOI: 10.1002/hbm.25099] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Revised: 06/04/2020] [Accepted: 06/06/2020] [Indexed: 11/07/2022] Open
Abstract
Hebb repetition learning is a fundamental learning mechanism for sequential knowledge, such as language. However, still little is known about its development. This fMRI study examined the developmental neural substrates of Hebb repetition learning and its relation with reading abilities in a group of 49 children aged from 6 to 12 years. In the scanner, the children carried out an immediate serial recall task for syllable sequences of which some sequences were repeated several times over the course of the session (Hebb repetition sequences). The rate of Hebb repetition learning was associated with modulation of activity in the medial temporal lobe. Importantly, for the age range studied here, learning-related medial temporal lobe modulation was independent of the age of the children. Furthermore, we observed an association between regular and irregular word reading abilities and the neural substrates of Hebb repetition learning. This study suggests that the functional neural substrates of Hebb repetition learning do not undergo further maturational changes in school age children, possibly because they are sustained by implicit sequential learning mechanisms which are considered to be fully developed by that age. Importantly, the neural substrates of Hebb learning remain significant determinants of children's learning abilities, such as reading.
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Affiliation(s)
- Lucie Attout
- Psychology and Neuroscience of Cognition Research Unit, University of Liège, Liège, Belgium.,Fund for Scientific Research FNRS, Brussels, Belgium
| | - Laura Ordonez Magro
- Psychological Sciences Research Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Arnaud Szmalec
- Psychological Sciences Research Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium.,Department of Experimental Psychology, Ghent University, Ghent, Belgium
| | - Steve Majerus
- Psychology and Neuroscience of Cognition Research Unit, University of Liège, Liège, Belgium.,Fund for Scientific Research FNRS, Brussels, Belgium
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Gray S, Lancaster H, Alt M, Hogan TP, Green S, Levy R, Cowan N. The Structure of Word Learning in Young School-Age Children. JOURNAL OF SPEECH, LANGUAGE, AND HEARING RESEARCH : JSLHR 2020; 63:1446-1466. [PMID: 32343920 PMCID: PMC7842124 DOI: 10.1044/2020_jslhr-19-00186] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Revised: 09/07/2019] [Accepted: 01/22/2020] [Indexed: 05/15/2023]
Abstract
Purpose We investigated four theoretically based latent variable models of word learning in young school-age children. Method One hundred sixty-seven English-speaking second graders with typical development from three U.S. states participated. They completed five different tasks designed to assess children's creation, storage, retrieval, and production of the phonological and semantic representations of novel words and their ability to link those representations. The tasks encompassed the triggering and configuration stages of word learning. Results Results showed that a latent variable model with separate phonological and semantic factors and linking indicators constrained to load on the phonological factor best fit the data. Discussion The structure of word learning during triggering and configuration reflects separate but related phonological and semantic factors. We did not find evidence for a unidimensional latent variable model of word learning or for separate receptive and expressive word learning factors. In future studies, it will be interesting to determine whether the structure of word learning differs during the engagement stage of word learning when phonological and semantic representations, as well as the links between them, are sufficiently strong to affect other words in the lexicon.
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Attout L, Grégoire C, Majerus S. How robust is the link between working memory for serial order and lexical skills in children? COGNITIVE DEVELOPMENT 2020. [DOI: 10.1016/j.cogdev.2020.100854] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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12
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Martinez D, Singleton JL. The effect of bilingualism on lexical learning and memory across two language modalities: some evidence for a domain-specific, but not general, advantage. JOURNAL OF COGNITIVE PSYCHOLOGY 2019. [DOI: 10.1080/20445911.2019.1634080] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- David Martinez
- School of Psychology, Georgia Institute of Technology, Atlanta, GA, USA
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13
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Smalle EHM, Szmalec A, Bogaerts L, Page MPA, Narang V, Misra D, Araújo S, Lohagun N, Khan O, Singh A, Mishra RK, Huettig F. Literacy improves short-term serial recall of spoken verbal but not visuospatial items - Evidence from illiterate and literate adults. Cognition 2019; 185:144-150. [PMID: 30710840 DOI: 10.1016/j.cognition.2019.01.012] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Revised: 01/08/2019] [Accepted: 01/22/2019] [Indexed: 11/30/2022]
Abstract
It is widely accepted that specific memory processes, such as serial-order memory, are involved in written language development and predictive of reading and spelling abilities. The reverse question, namely whether orthographic abilities also affect serial-order memory, has hardly been investigated. In the current study, we compared 20 illiterate people with a group of 20 literate matched controls on a verbal and a visuospatial version of the Hebb paradigm, measuring both short- and long-term serial-order memory abilities. We observed better short-term serial-recall performance for the literate compared with the illiterate people. This effect was stronger in the verbal than in the visuospatial modality, suggesting that the improved capacity of the literate group is a consequence of learning orthographic skills. The long-term consolidation of ordered information was comparable across groups, for both stimulus modalities. The implications of these findings for current views regarding the bi-directional interactions between memory and written language development are discussed.
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Affiliation(s)
- Eleonore H M Smalle
- Psychological Sciences Research Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium; Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium; Department of Experimental Psychology, Ghent University, Ghent, Belgium.
| | - Arnaud Szmalec
- Psychological Sciences Research Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium; Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium; Department of Experimental Psychology, Ghent University, Ghent, Belgium
| | - Louisa Bogaerts
- Department of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Mike P A Page
- Department of Psychology, University of Hertfordshire, Hatfield, United Kingdom
| | | | | | - Susana Araújo
- Department of Psychology, University of Lisbon, Portugal
| | | | - Ouroz Khan
- Jawaharlal Nehru University, New Delhi, India
| | | | - Ramesh K Mishra
- Centre for Neural and Cognitive Sciences, University of Hyderabad, Hyderabad, India
| | - Falk Huettig
- Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
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Attout L, Ordonez Magro L, Szmalec A, Majerus S. The developmental neural substrates of item and serial order components of verbal working memory. Hum Brain Mapp 2018; 40:1541-1553. [PMID: 30430689 DOI: 10.1002/hbm.24466] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Revised: 10/26/2018] [Accepted: 10/31/2018] [Indexed: 11/09/2022] Open
Abstract
Behavioral and developmental studies have made a critical distinction between item and serial order processing components of verbal working memory (WM). This functional magnetic resonance imaging (fMRI) study determined the extent to which item and serial order WM components are characterized by specialized neural networks already in young children or whether this specialization emerges at a later developmental stage. Total of 59 children aged 7-12 years performed item and serial order short-term probe recognition tasks in an fMRI experiment. While a left frontoparietal network was recruited in both item and serial order WM conditions, the right intraparietal sulcus was selectively involved in the serial order WM condition. This neural segregation was modulated by age, with both networks becoming increasingly separated in older children. Our results indicate a progressive specialization of networks involved in item and order WM processes during cognitive development.
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Affiliation(s)
- Lucie Attout
- Psychology and Neuroscience of Cognition Research Unit, University of Liège, Liège, Belgium
| | - Laura Ordonez Magro
- Psychological Sciences Research Institute, Université Catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Arnaud Szmalec
- Psychological Sciences Research Institute, Université Catholique de Louvain, Louvain-la-Neuve, Belgium.,Department of Experimental Psychology, Ghent University, Ghent, Belgium
| | - Steve Majerus
- Psychology and Neuroscience of Cognition Research Unit, University of Liège, Liège, Belgium.,Fund for Scientific Research FNRS, Brussels, Belgium
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