MétaCan
Menu
Back to cohort
Record W4386509818 · doi:10.5430/wjel.v13n8p130

The Role of Foreign Language Learning as a Background of Tolerance and Cross-Ethnic Interaction Formation of Higher Educational Institutions’ Students

2023· article· en· W4386509818 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueWorld Journal of English Language · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicForeign Language Teaching Methods
Canadian institutionsnot available
Fundersnot available
KeywordsObjectivity (philosophy)Ethnic groupNormativeForeign languageProcess (computing)PedagogyLanguage acquisitionPsychologyMathematics educationSociologyComputer sciencePolitical scienceEpistemology

Abstract

fetched live from OpenAlex

The article deals with the role of language study in improving the level of tolerance and cross-ethnic interaction between students of higher educational institutions. The research methodology is based on the combination of general scientific and special methods that was ensured by the introduction of appropriate forms and methods of education, as well as the principles of objectivity, student-centricity, research and its results’ verification. The systemic analysis of normative acts, documents and international experience resulted in deeper understanding of basic notions of research and the importance of foreign language learning in the formation of tolerance and cross-ethnic interaction. At the initial stage of the experiment, low level of the tolerance formation and cross-ethnic interaction in the process of learning a foreign language was determined. This is due to inability to conduct intercultural dialogue, misunderstanding of ethnic and cultural differences in the process of communication. This prompted development and implementation the authors’ educational model, which provided realization of interactive forms and methods of learning as well as students’ involvement into socio-cultural educational environment. The outcomes of final empirical research highlighted positive dynamics of tolerance formation of higher educational institutions’ students when learning the discipline «Foreign Language for Professional Purposes».

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.132
Threshold uncertainty score0.272

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.033
GPT teacher head0.417
Teacher spread0.384 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it