Gigi Luk
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Research Subjects
Gigi Luk has a total of 102 co-authors. Here are the top co-authors by number of shared publications:
- Ellen Bialystok
York University, Canada
12 shared publications Ellen Bialystok
Rotman Research Institute at Baycrest, 3560 Bathurst Street, Toronto, Ontario, Canada M6A2E1; York University, Toronto, Ontario, Canada
10 shared publications- Fergus I. M. Craik
Rotman Research Institute, Toronto, ON, Canada
6 shared publications - Christos Pliatsikas
School of Psychology and Clinical Language Sciences, University of Reading, Reading, UK
4 shared publications - Julie H. J. Oh
McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ, Canada
4 shared publications - Sarah Surrain
McGovern Medical School, Children's Learning Institute University of Texas Health Science Center at Houston Houston Texas USA
4 shared publications
Latest Publications
- Open Access
- 28 July 2026
- Published by Elsevier in Research Methods in Applied Linguistics
- Vol. 5 (3)
A systematic review of research approaches on academic emotions in university students
- 28 July 2026
- Published by Elsevier in Research Methods in Applied Linguistics
- Vol. 5 (3)
Open AccessA systematic review of research approaches on academic emotions in university students
Tuning in to Development: How Home Music Activities Relate to Language and Motor Skills in Toddlers From Monolingual and Multilingual Home Environments
Music and language are both multimodal inputs that shape early development, supporting shared attention, sensorimotor coordination, and embodied engagement. Although structured musical training has been linked to enhanced language outcomes, the implications of informal, home‐based music activities remain less understood, particularly among children who hear multiple languages at home. Guided by an embodied, embedded, ecological, enactive, and extended framework, this study examines how home music activities relate to language and motor development among toddlers with high English exposure (HE; ≥ 70% English) or high non‐English exposure (HNE; > 30% non‐English). Participants included 106 families with 18‐ to 31‐month‐olds ( M = 23.13), comprising pre‐pandemic lab‐based ( n = 30) and remote online ( n = 76) cohorts. Parents reported children's engagement in music and non‐music activities currently and retrospectively for infancy. Results revealed interactions between music activities and language exposure. HE toddlers exhibited higher English vocabulary and pragmatic skills than HNE toddlers. However, HNE toddlers who participated in more music activities demonstrated vocabulary and pragmatic abilities similar to their HE counterparts. Music activities also correlated with gross motor and perception‐action skills. Findings highlight music's embodied and enactive contributions to language and motor development and provide novel insights into how music relates to HNE children's development.
Tuning in to Development: How Home Music Activities Relate to Language and Motor Skills in Toddlers From Monolingual and Multilingual Home Environments
Music and language are both multimodal inputs that shape early development, supporting shared attention, sensorimotor coordination, and embodied engagement. Although structured musical training has been linked to enhanced language outcomes, the implications of informal, home‐based music activities remain less understood, particularly among children who hear multiple languages at home. Guided by an embodied, embedded, ecological, enactive, and extended framework, this study examines how home music activities relate to language and motor development among toddlers with high English exposure (HE; ≥ 70% English) or high non‐English exposure (HNE; > 30% non‐English). Participants included 106 families with 18‐ to 31‐month‐olds ( M = 23.13), comprising pre‐pandemic lab‐based ( n = 30) and remote online ( n = 76) cohorts. Parents reported children's engagement in music and non‐music activities currently and retrospectively for infancy. Results revealed interactions between music activities and language exposure. HE toddlers exhibited higher English vocabulary and pragmatic skills than HNE toddlers. However, HNE toddlers who participated in more music activities demonstrated vocabulary and pragmatic abilities similar to their HE counterparts. Music activities also correlated with gross motor and perception‐action skills. Findings highlight music's embodied and enactive contributions to language and motor development and provide novel insights into how music relates to HNE children's development.
The Behavioural and Neurophysiological Effects of Set‐for‐Variability ( SfV ) Reading Intervention for Children With Sustained Word Reading Difficulties
This study investigates whether a Set‐for‐Variability (SfV) reading intervention improves irregular word reading and induces neural changes in the N400, specifically earlier onset latency and increased negative amplitude in incongruent conditions, among children with persistent word reading difficulties (RD). A pre‐registered randomised control trial (RCT) was conducted with 30 children (average age: 9 years). Over 10 weeks, participants completed a 15‐h online reading program. The SfV group focused on phoneme variation in decoding both regular and exception words, while the Current Best Practices (CBP) group received synthetic phonics and sight word instruction. Pre‐ and post‐test reading ability and N400 event‐related potentials (ERPs) were collected. Post‐test results revealed that the SfV group achieved greater gains than the CBP group in irregular word reading, oral SfV, and increased N400 amplitude in the incongruent condition, indicating improved lexical‐semantic processing. These behavioural and neural gains suggest that the SfV intervention improved children's ability to resolve print–sound inconsistencies and supported more efficient lexical access.
The Behavioural and Neurophysiological Effects of Set‐for‐Variability ( SfV ) Reading Intervention for Children With Sustained Word Reading Difficulties
This study investigates whether a Set‐for‐Variability (SfV) reading intervention improves irregular word reading and induces neural changes in the N400, specifically earlier onset latency and increased negative amplitude in incongruent conditions, among children with persistent word reading difficulties (RD). A pre‐registered randomised control trial (RCT) was conducted with 30 children (average age: 9 years). Over 10 weeks, participants completed a 15‐h online reading program. The SfV group focused on phoneme variation in decoding both regular and exception words, while the Current Best Practices (CBP) group received synthetic phonics and sight word instruction. Pre‐ and post‐test reading ability and N400 event‐related potentials (ERPs) were collected. Post‐test results revealed that the SfV group achieved greater gains than the CBP group in irregular word reading, oral SfV, and increased N400 amplitude in the incongruent condition, indicating improved lexical‐semantic processing. These behavioural and neural gains suggest that the SfV intervention improved children's ability to resolve print–sound inconsistencies and supported more efficient lexical access.
- 1 June 2025
- Published by American Psychological Association (APA) in Canadian Journal of Experimental Psychology / Revue canadienne de psychologie expérimentale
- Vol. 79 (2) , 166-171
Math attitudes and verbal memory in multilingual younger adults.
Previous research on attitudes towards mathematics has mostly been assessed in a single language. We examined whether math attitudes differ by language in multilingual younger adults (ages 18-25). Furthermore, we evaluated the relationships between math attitudes, verbal memory, and calculation fluency in this sample. Eighty-seven French-English multilingual young adults self-reported their math attitudes using the Mathematics Anxiety Scale-Revised (Bai et al., 2009) in both English and French. Participants also self-reported verbal memory, calculation fluency, and general language proficiency in English and French. Results showed that attitudes towards mathematics for English and French were similar. Exploratory factor analysis also confirmed that the extracted factors revealed negative and positive attitudes towards mathematics, with English and French items loading on the same factors. Correlation analysis showed a negative relationship between negative attitudes towards mathematics and verbal memory only in English. This relationship remained statistically significant after controlling for general language proficiency. However, neither positive nor negative math attitudes were correlated with calculation fluency. Building on the examination of symbolic representations of mathematical cognition by Campbell, results from the study were interpreted as the first step to investigating math attitudes in individuals with diverse linguistic backgrounds. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
- 1 June 2025
- Published by American Psychological Association (APA) in Canadian Journal of Experimental Psychology / Revue canadienne de psychologie expérimentale
- Vol. 79 (2) , 166-171
Math attitudes and verbal memory in multilingual younger adults.
Previous research on attitudes towards mathematics has mostly been assessed in a single language. We examined whether math attitudes differ by language in multilingual younger adults (ages 18-25). Furthermore, we evaluated the relationships between math attitudes, verbal memory, and calculation fluency in this sample. Eighty-seven French-English multilingual young adults self-reported their math attitudes using the Mathematics Anxiety Scale-Revised (Bai et al., 2009) in both English and French. Participants also self-reported verbal memory, calculation fluency, and general language proficiency in English and French. Results showed that attitudes towards mathematics for English and French were similar. Exploratory factor analysis also confirmed that the extracted factors revealed negative and positive attitudes towards mathematics, with English and French items loading on the same factors. Correlation analysis showed a negative relationship between negative attitudes towards mathematics and verbal memory only in English. This relationship remained statistically significant after controlling for general language proficiency. However, neither positive nor negative math attitudes were correlated with calculation fluency. Building on the examination of symbolic representations of mathematical cognition by Campbell, results from the study were interpreted as the first step to investigating math attitudes in individuals with diverse linguistic backgrounds. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
- Open Access
- 3 March 2025
- Published by Springer Nature in Reading and Writing
- Vol. 39 (1) , 289-313
Relationship between implicit learning and early English reading skills is mediated by morphological awareness
- 3 March 2025
- Published by Springer Nature in Reading and Writing
- Vol. 39 (1) , 289-313
Open AccessRelationship between implicit learning and early English reading skills is mediated by morphological awareness
- Open Access
- 16 August 2024
- Published by Springer Nature in Scientific Reports
- Vol. 14 (1) , 1-14
Distinct functional connectivity patterns during naturalistic learning by adolescent first versus second language speakers
Spoken lessons (lectures) are commonly used in schools as a medium for conveying educational content. In adolescence, experience-expectant maturation of language and cognitive systems supports learning; however, little is known about whether or how learners' language experiences interact with this integration process during learning. We examined functional connectivity using fMRI in 38 Spanish–English bilingual (L1-Spanish) and English monolingual (L1-English) adolescents during a naturalistic science video lesson in English. Seed analyses including the left inferior frontal gyrus (pars opercularis) and posterior middle temporal gyrus showed that L1-Spanish adolescents, when learning in their second language (L2), displayed widespread bilateral functional connectivity throughout the cortex while L1-English adolescents displayed mostly left-lateralized connectivity with core language regions over the course of the science lesson. Furthermore, we identified functional seed connectivity associated with better learning outcomes for adolescents with diverse language backgrounds. Importantly, functional connectivity patterns in L1-Spanish adolescents while learning in English also correlate with their Spanish cloze reading. Findings suggest that functional networks associated with higher-order language processing and cognitive control are differentially engaged for L1 vs. L2 speakers while learning new information through spoken language.
- 16 August 2024
- Published by Springer Nature in Scientific Reports
- Vol. 14 (1) , 1-14
Open AccessDistinct functional connectivity patterns during naturalistic learning by adolescent first versus second language speakers
Spoken lessons (lectures) are commonly used in schools as a medium for conveying educational content. In adolescence, experience-expectant maturation of language and cognitive systems supports learning; however, little is known about whether or how learners' language experiences interact with this integration process during learning. We examined functional connectivity using fMRI in 38 Spanish–English bilingual (L1-Spanish) and English monolingual (L1-English) adolescents during a naturalistic science video lesson in English. Seed analyses including the left inferior frontal gyrus (pars opercularis) and posterior middle temporal gyrus showed that L1-Spanish adolescents, when learning in their second language (L2), displayed widespread bilateral functional connectivity throughout the cortex while L1-English adolescents displayed mostly left-lateralized connectivity with core language regions over the course of the science lesson. Furthermore, we identified functional seed connectivity associated with better learning outcomes for adolescents with diverse language backgrounds. Importantly, functional connectivity patterns in L1-Spanish adolescents while learning in English also correlate with their Spanish cloze reading. Findings suggest that functional networks associated with higher-order language processing and cognitive control are differentially engaged for L1 vs. L2 speakers while learning new information through spoken language.
- 17 April 2024
- Published by Taylor & Francis in Journal of Multilingual and Multicultural Development
- Vol. 46 (10) , 3398-3414
An exploratory study of mainland Chinese parents’ ideologies about bilingualism and bilingual education
Recent decades have witnessed a dramatic growth in the number of young children growing up with two languages and in the rise of bilingual programmes worldwide (e.g. Hoff 2018; Kirsch 2012). The sa...
- 17 April 2024
- Published by Taylor & Francis in Journal of Multilingual and Multicultural Development
- Vol. 46 (10) , 3398-3414
An exploratory study of mainland Chinese parents’ ideologies about bilingualism and bilingual education
Recent decades have witnessed a dramatic growth in the number of young children growing up with two languages and in the rise of bilingual programmes worldwide (e.g. Hoff 2018; Kirsch 2012). The sa...
- Open Access
- 1 February 2024
- Published by Wiley in Mind, Brain, and Education
- Vol. 18 (1) , 6-16
Reflections on the past two decades of Mind, Brain, and Education
- 1 February 2024
- Published by Wiley in Mind, Brain, and Education
- Vol. 18 (1) , 6-16
Open AccessReflections on the past two decades of Mind, Brain, and Education
- Open Access
- 10 January 2024
- Published by Cambridge University Press (CUP) in Bilingualism: Language and Cognition
- Vol. 27 (4) , 744-750
A Content Overlap Analysis of bilingualism questionnaires: Considering diversity
Bilingualism is a multifaceted experience that researchers have examined using various questionnaires to gain insights and characterize the experience. However, there are several issues related to questionnaire choice. To address this, we applied Content Overlap Analysis to seven prevalent bilingualism questionnaires, assessing their affinity. We found little overlap in these questionnaires; most had fewer than 15% of items in common, suggesting they capture different aspects of the bilingual experience and provide complementary rather than redundant data for researchers. Our investigation highlights the importance of choosing a bilingualism assessment tool to carefully fit research questions and sample language experiences.
- 10 January 2024
- Published by Cambridge University Press (CUP) in Bilingualism: Language and Cognition
- Vol. 27 (4) , 744-750
Open AccessA Content Overlap Analysis of bilingualism questionnaires: Considering diversity
Bilingualism is a multifaceted experience that researchers have examined using various questionnaires to gain insights and characterize the experience. However, there are several issues related to questionnaire choice. To address this, we applied Content Overlap Analysis to seven prevalent bilingualism questionnaires, assessing their affinity. We found little overlap in these questionnaires; most had fewer than 15% of items in common, suggesting they capture different aspects of the bilingual experience and provide complementary rather than redundant data for researchers. Our investigation highlights the importance of choosing a bilingualism assessment tool to carefully fit research questions and sample language experiences.
- 1 December 2023
- Published by American Psychological Association (APA) in Translational Issues in Psychological Science
- Vol. 9 (4) , 397-408
Reading comprehension and cognitive correlates in multilingual children and adolescents.
- 1 December 2023
- Published by American Psychological Association (APA) in Translational Issues in Psychological Science
- Vol. 9 (4) , 397-408
Reading comprehension and cognitive correlates in multilingual children and adolescents.