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Record W4321598054 · doi:10.1080/09518398.2023.2181444

Understanding social inclusion: stories of disruption through school policies/practices in refugee families’ life making in Canada

2023· article· en· W4321598054 on OpenAlexafffundabout
Gillian Vigneau, Hiroko Kubota, Vera Caine, D. Jean Clandinin, Heather Raymond

Bibliographic record

VenueInternational Journal of Qualitative Studies in Education · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and experiences of immigrants and refugees
Canadian institutionsUniversity of Alberta
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsRefugeeInclusion (mineral)SociologyGender studiesQualitative researchPolitical sciencePsychologyCriminologySocial scienceLaw

Abstract

fetched live from OpenAlex

Composing lives that have a sense of coherence is part of the identity making of refugee families and shapes their attempts for social inclusion. Their struggles for narrative coherence are shaped by the bumping places and tensions that they experience as their lives bump against dominant narratives that structure the policies and practices of many institutions including schools. Using narrative inquiry, we inquired into the experiences of three Syrian refugee families as they bumped against institutional policies and practices. Drawing on two years spent alongside children and their parents we composed field and research texts that showed the importance to understand social inclusion in school settings through the experiences of individual children and families. It is important to focus on experience to redefine the significance of narrative coherence in relation to social inclusion and to create spaces for telling stories that can help transform school policies and practices.

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.

How this classification was reachedexpand

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)0.006
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 score0.404
Threshold uncertainty score0.926

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
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 head0.434
GPT teacher head0.598
Teacher spread0.164 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2023
Admission routes3
Has abstractyes

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