MétaCan
Menu
Back to cohort
Record W3013342143 · doi:10.1080/13670050.2020.1742650

Special education needs in French Immersion: a parental perspective of supports and challenges

2020· article· en· W3013342143 on OpenAlexaffabout
Janani Selvachandran, Elizabeth Kay‐Raining Bird, Jessica DeSousa, Xi Chen

Bibliographic record

VenueInternational Journal of Bilingual Education and Bilingualism · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicParental Involvement in Education
Canadian institutionsDalhousie UniversityInstitute for Christian StudiesUniversity of Toronto
Fundersnot available
KeywordsFrench immersionPsychologySpecial needsSpecial educationImmersion (mathematics)Perspective (graphical)Medical educationDevelopmental psychologyPedagogyMedicineComputer science

Abstract

fetched live from OpenAlex

This study collected interview data from parents of five children identified as having special education needs who were attending or had attended a French Immersion program in Toronto, Ontario. The experiences of these families were qualitatively analyzed to uncover critical themes surrounding experiences and beliefs around French Immersion enrolment, educational supports and withdrawal for children with special education needs. The findings showed a relationship between the severity of a special education need and the amount of supports that were needed for a child in an immersion program as might be expected. A lack of accessibility to and availability of supports resulted in parents seeking external resources to help alleviate the learning difficulties of their children. This study highlights an impending need to improve the accessibility of supports in French Immersion in the form of assessments, resources and teacher training.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.138
Threshold uncertainty score0.517

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 science0.0000.000
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 head0.053
GPT teacher head0.383
Teacher spread0.330 · 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

Citations16
Published2020
Admission routes2
Has abstractyes

Explore more

Same venueInternational Journal of Bilingual Education and BilingualismSame topicParental Involvement in EducationFrench-language works237,207