Evidence map›Paper›PMID 40880813›Full record

ReviewFrontiers in psychology2025

Validating the language mindset inventory in Finland: a study of higher education students' language-learning mindsets.

Matthew Billington, Sonja Laine, Kirsi Tirri

Abstract readReview
In one paragraph

Review in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Matthew BillingtonDepartment of Education, University of Helsinki, Helsinki, Finland.
Sonja LaineDepartment of Education, University of Helsinki, Helsinki, Finland.
Kirsi TirriDepartment of Education, University of Helsinki, Helsinki, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: In recent years, mindset research has increasingly focused on domains of learning, such as mathematics. Foreign/second language (L2) learning is a recent addition to the domain-specific mindset literature. However, few studies have focused on language mindsets in a European context. Moreover, the Language Mindsets Inventory (LMI), the instrument commonly used to measure such mindsets, has not been validated outside North America and Asia. Methods: To address this gap, the LMI was administered to over 300 students taking compulsory L2 courses at a university in Southern Finland. The construct validity of the LMI was assessed using confirmatory factor analysis (CFA) and hierarchical factor analysis (HFA). The study then used the LMI data to assess the orientation of the students' language mindsets (fixed or growth) and their correlation with beliefs about general intelligence and giftedness. Results: The results indicated that the LMI's three subscales-general language beliefs, L2 beliefs, and age-sensitive beliefs-represent distinct constructs, in turn stratified by growth-mindset (incremental) and fixed-mindset (entity) beliefs. The students' language mindsets measured by all six resultant factors were more growth oriented than their mindsets about general intelligence and giftedness. In addition, the students' language mindsets were more growth oriented as measured by the incremental items of the LMI than by the entity (fixed) items. Discussion: The results suggest that the LMI is a valid instrument for use in Finnish higher education contexts. However, the data do not support combining the scores from the subscales, as the constructs they measure are too distinct. In general, more research is required on why entity and incremental mindset items in mindset scales produce different results about the strength of respondents' mindset orientations.

Indexed as

giftednessintelligencelanguage mindsetsmindsetsvalidity

Identifiers

PMID40880813
PMCPMC12382444

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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.