Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Jan;57(1):42-62.
doi: 10.1111/1460-6984.12673. Epub 2021 Oct 6.

Statistical word learning in Catalan-Spanish and English-speaking children with and without developmental language disorder

Affiliations

Statistical word learning in Catalan-Spanish and English-speaking children with and without developmental language disorder

Nadia Ahufinger et al. Int J Lang Commun Disord. 2022 Jan.

Abstract

Background: A growing body of work shows that children with developmental language disorder (DLD) perform poorly on statistical word learning (SWL) tasks, consistent with the predictions of the Procedural Deficit Hypothesis that predicts that procedural memory is impaired in DLD. To date, however, SWL performance has not been compared across linguistically heterogeneous populations of children with DLD.

Aims: To compare SWL performance in a group of age, sex and non-verbal IQ-matched Catalan-Spanish and English-speaking children with and without DLD.

Methods & procedures: Two cohorts of children: (1) 35 Catalan-Spanish-speaking children with DLD (Mage = 8;7 years) and 35 age/sex-matched typical developing (TD) children (Mage = 8;9 years), and (2) 24 English-speaking children with DLD (Mage = 9;1 years) and 19 age/sex matched TD controls (Mage = 8;9 years) completed the tone version of a SWL task from Evans et al. (2009). Children listened to a tone language in which transitional probabilities within tone words were higher than those between words.

Outcomes & results: For both Catalan-Spanish and English cohorts, overall performance for the children with DLD was poorer than that of the TD controls regardless of the child's native language. Item analysis revealed that children with DLD had difficulty tracking statistical information and using transitional probability to discover tone word boundaries within the input. For both the Catalan-Spanish and English-speaking children, SWL accounted for a significant amount of unique variance in Receptive and Expressive vocabulary. Likelihood ratio analysis revealed that for both Catalan-Spanish and English cohorts, children having performance ≤ 45% on the SWL task had an extremely high degree of likelihood of having DLD. The analysis also revealed that for the Catalan-Spanish and English-speaking children, scores of ≥ 75% and ≥ 70%, respectively, were highly likelihood to be children with normal language abilities.

Conclusions & implications: The findings add to a pattern suggesting that SWL is a mechanism that children rely on to acquire vocabulary. The results also suggest that SWL deficits, in particular when combined with other measures, may be a reliable diagnostic indicator for children with DLD regardless of the child's native language, and whether or not the child is bilingual or monolingual.

What this paper adds: What is already known on the subject Although there is some disagreement, a small but growing body of work suggests that deficits in procedural memory, as measured either by motor sequencing (Serial Reaction Time-SRT) or SWL tasks, may be part of the deficit profile of children with DLD. To date, studies have not examined SWL across linguistically heterogeneous populations of children with DLD to determine if it is a unique clinical marker of the disorder. What this paper adds to existing knowledge The results show that children with DLD, regardless of their native language, or whether the child is bi- or monolingual, have difficulties on SWL tasks, and that these deficits are linked to severity of the language disorder. Taken together, these results indicate that procedural memory deficits may be a core feature of DLD. This suggests that statistical-learning tasks using tone stimuli can also advance our understanding of statistical-learning abilities in children with DLD more globally. What are the potential or actual clinical implications of this work? The current study shows that statistical-learning tasks using tone stimuli can be used in conjunction with standardized assessment measures to differentiate children with DLD from children with typical language ability.

Keywords: cross-linguistic; developmental language disorder; specific language impairment; statistical word learning.

PubMed Disclaimer

Conflict of interest statement

Declaration of interest: There are no conflicts of interest

Figures

Figure 1.
Figure 1.
Percentage of correct answers for the tone version of the statistical word learning (SWL) task for the group of Catalan-Spanish speaking children with developmental language disorder (DLD-CS) and the group of typically developing (TD-CS) children. Note. Chance equals 50. * denotes sig different between groups.
Figure 2.
Figure 2.
Accuracy by individual tone word for the Catalan-Spanish speaking children with developmental language disorder (DLD-CS) and typically developing controls (TD-CS). Note. The internal transitional probability of each word is shown in parentheses. Chance equals 50%. The error bar reflects 95% confidence intervals around the means. * denotes sig different from chance on t-test.
Figure 3.
Figure 3.
Percentage of correct answers for the tone version of the statistical word learning (SWL) task for the group of Catalan-Speaking children with developmental language disorder (DLD-CS) and the group of typically developing (TD-CS) children with above chance (i.e. >50%) performance on the SWL task. Note. Chance equals 50.
Figure 4.
Figure 4.
Accuracy by individual tone word for the subset of Catalan-Spanish speaking children with developmental language disorder (DLD-CS) and typically developing controls (TD-CS) who had above chance performance on the statistical word learning task. Note. The internal transitional probability of each word is shown in parentheses. Chance equals 50%. The error bar reflects 95% confidence intervals around the means. * denotes sig different from chance on t-test.
Figure 5.
Figure 5.
Percentage of correct answers for the tone version of the statistical word learning (SWL) task for the group of English-Speaking children with developmental language disorder (DLD-E) and the group of typically developing (TD-E) children. Note: Chance equals 50. * denotes sig different between groups.
Figure 6.
Figure 6.
Accuracy by individual tone word for the English-speaking children with developmental language disorder (DLD-E) and typically developing controls (TD-E). The internal transitional probability of each word is shown in parentheses. Note. Chance equals 50%. The error bar reflects 95% confidence intervals around the means. * denotes sig different from chance on t-test.
Figure 7.
Figure 7.
Percentage of correct answers for the tone version of the statistical word learning (SWL) task for the group of English-Speaking children with developmental language disorder (DLD-E) and the group of typically developing (TD-E) children with above chance (i.e. >50%) in the statistical word learning task. Note. Chance equals 50.
Figure 8.
Figure 8.
Accuracy by individual tone word for the subset of English-speaking children with developmental language disorder (DLD-E) and typically developing controls (TD-E) having above chance performance on the statistical word learning task. Note. The internal transitional probability of each word is shown in parentheses. Chance equals 50%. The error bar reflects 95% confidence intervals around the means. * denotes sig different from chance on t-test.

Similar articles

Cited by

References

    1. AMERICAN NATIONAL STANDARDS INSTITUTE, 1997, American National Standard: Methods for Calculation of the Speech Intelligibility Index. Acoustical Society of America.
    1. ARMON-LOTEM S, 2012, Introduction: Bilingual children with SLI–the nature of the problem. Bilingualism: Language and Cognition, 15(1), 1–4.
    1. ARNON I, 2020, Do current statistical learning tasks capture stable individual differences in children? An investigation of task reliability across modality. Behavior research methods, 52(1), 68–81. - PubMed
    1. BISHOP DVM, 2014, Ten questions about terminology for children with unexplained language problems. International Journal of Language & Communication Disorders, 49(4), 381–415. - PMC - PubMed
    1. CATTS HW, BRIDGES MS, LITTLE TD, and TOMBLIN JB, 2008, Reading achievement growth in children with language impairments. Journal of Speech, Language, and Hearing Research, 51 (6), 1569–1579. - PMC - PubMed

Publication types

LinkOut - more resources