Evidence map›Paper›PMID 34867070›Full record

ArticleThe international journal of bilingualism : cross-disciplinary, cross-linguistic studies of language behavior2021

Why not both? Rethinking categorical and continuous approaches to bilingualism.

Lena V Kremin, Krista Byers-Heinlein

Abstract read
In one paragraph

Article in The international journal of bilingualism : cross-disciplinary, cross-linguistic studies of language behavior, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed, 3 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

18 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Pooled it
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  7. Review
  8. Bilingualism Enhances Metalinguistic Awareness in Autism: Extending the Two-Dimensional Grammaticality Judgment Task.Autism research : official journal of the International Society for Autism Research · 2026
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  9. Article
  10. Review
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  17. Infants' Knowledge of Individual Words: Investigating Links Between Parent Report and Looking Time.Infancy : the official journal of the International Society on Infant Studies
    Article
  18. Experience-Sensitive Effects on Temporal Profiles of Social Attention in Early Childhood.Infancy : the official journal of the International Society on Infant Studies
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Lena V KreminConcordia University, Canada.ORCID https://orcid.org/0000-0002-4010-490X
Krista Byers-HeinleinConcordia University, Canada.ORCID https://orcid.org/0000-0002-7040-2510

Funding

Navigating two languages: Effects of everyday language switching on bilingual infants and toddlersR01HD095912 · NICHD · PRINCETON UNIVERSITY · PI BYERS-HEINLEIN, KRISTA, LEW-WILLIAMS, CASEY · 2019 to 2023
$1.9M
NICHD NIH HHS R01 HD095912
6 · The paper itself

Abstract

AIMS AND

objectivesBilingualism is a complex construct, and it can be difficult to define and model. This paper proposes that the field of bilingualism can draw from other fields of psychology, by integrating advanced psychometric models that incorporate both categorical and continuous properties. These models can unify the widespread use of bilingual and monolingual groups that exist in the literature with recent proposals that bilingualism should be viewed as a continuous variable. APPROACH: In the paper, we highlight two models of potential interest: the factor mixture model and the grade-of-membership model. These models simultaneously allow for the formation of different categories of speakers and for continuous variation to exist within these categories. We discuss how these models could be implemented in bilingualism research, including how to develop these models. When using either of the two models, researchers can conduct their analyses on either the categorical or continuous information, or a combination of the two, depending on which is most appropriate to address their research question.

conclusionsThe field of bilingualism research could benefit from incorporating more complex models into definitions of bilingualism. To help various subfields of bilingualism research converge on appropriate models, we encourage researchers to pre-register their model selection and planned analyses, as well as to share their data and analysis scripts. ORIGINALITY: The paper uniquely proposes the incorporation of advanced statistical psychometric methods for defining and modeling bilingualism. SIGNIFICANCE: Conceptualizing bilingualism within the context of these more flexible models will allow a wide variety of research questions to be addressed. Ultimately, this will help to advance theory and lead to a fuller and deeper understanding of bilingualism.

Indexed as

Bilingualismfactor mixture modelgrade-of-membership modellatent variable models

Identifiers

PMID34867070
PMCPMC8637352

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.