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Record W4415373775 · doi:10.31110/stem-cauk-4.1

The Evolving Role of the Foreign Language Teacher in Integrating the STEAM Approach Into Military Education

2025· book-chapter· W4415373775 on OpenAlex
Анна Жукова, Mariia Halchenkova, Yaryna Dziuba, Svitlana Demikhova

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

Venuenot available
Typebook-chapter
Language
FieldComputer Science
TopicEducational Challenges and Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsFacilitatorRelevance (law)Foreign languageLanguage industryProfessional developmentLanguage educationModernization theoryLanguage barrier

Abstract

fetched live from OpenAlex

The section explores the evolving role of the foreign language teacher in integrating the STEAM approach into the training of military specialists. It argues that language instruction in military education should move beyond isolated linguistic practice toward interdisciplinary learning that connects linguistic, technical, and professional competencies. The study identifies the core professional functions of the language teacher (educational, constructive, research, organizational, and evaluative) and explains how they transform in a STEAM-based environment. Particular attention is paid to the integration of language and professional disciplines, which fosters communicative, analytical, and decision-making skills essential for modern officers. Drawing on Canadian experience, the paper illustrates how project-oriented and technology-enhanced learning models can strengthen teamwork, intercultural competence, and professional adaptability. The survey conducted among cadets of the Hetman Petro Sahaidachnyi National Army Academy confirms the relevance of the STEAM approach and highlights the teacher’s role as an interdisciplinary facilitator who bridges linguistic and technical domains. The findings can inform the design of in-service training programs for foreign language teachers and contribute to the modernization of Ukraine’s military education system.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.833
Threshold uncertainty score0.796

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0030.001
Research integrity0.0000.001
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 head0.013
GPT teacher head0.263
Teacher spread0.249 · 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

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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