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Record W6925834727 · doi:10.20381/ruor-30919

Exploring the Experiences of Ontario Grade 4-6 Teachers with Refugee Students

2025· dissertation· en· W6925834727 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.

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

VenueUniversity of Ottawa - Library · 2025
Typedissertation
Languageen
FieldMathematics
TopicProbability and Statistical Research
Canadian institutionsnot available
Fundersnot available
KeywordsRefugeeResource (disambiguation)Qualitative researchProfessional developmentGrounded theoryMultimethodologySemi-structured interview

Abstract

fetched live from OpenAlex

The global refugee crisis has significantly impacted millions worldwide, necessitating the need for effective support systems, especially in education. This research addressed the experiences of grades 4 to 6 teachers in Ontario public schools with refugee students. The study sought to investigate how these teachers support the educational needs of refugee students. It also aimed to identify the strategies teachers use to support the educational needs of refugee students. Furthermore, the study aimed to uncover support mechanisms and resources currently available to educators, as well as additional resources and mechanisms that teachers believe would better assist them in educating refugee students. Drawing on the Bronfenbrenner bioecological systems theory, the study delved into the interactions shaping the experiences of teachers and refugee students. Using a multiple case study methodology, semi-structured interviews were conducted with six participants. Data analysis followed the constant comparative method. The research suggested that teachers were dedicated to supporting refugee students despite inadequate training and limited resources. They faced challenges such as language barriers and trauma, which affected students’ engagement and comprehension. Teachers employed various strategies to create inclusive classrooms and provide tailored academic and emotional support. However, they felt incapable due to resource constraints and called for more staffing, practical professional development, and enhanced support services to effectively meet refugee students’ needs.

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)0.000
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.181
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.095
GPT teacher head0.308
Teacher spread0.213 · 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