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Record W3139129327 · doi:10.7202/1075670ar

A New-Institutional Analysis of Inclusion Policy Enactment in Teacher Education: A Case from Ontario

2021· article· en· W3139129327 on OpenAlexaffvenueabout
Ayman Massouti

Bibliographic record

VenueCanadian Journal of Educational Administration and Policy · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicTeacher Education and Leadership Studies
Canadian institutionsWestern University
Fundersnot available
KeywordsInclusion (mineral)PedagogyCurriculumTeacher educationSociologyNegotiationMainstreamingQualitative researchPolicy analysisSpecial educationPolitical sciencePublic administrationSocial science

Abstract

fetched live from OpenAlex

This qualitative single case study aimed to examine the logics of one teacher education program towards preparing pre-service teachers for inclusive teaching from the perspectives of the program’s coordinators. In particular, the study aimed to understand the practices of these coordinators and how these practices are influenced by inclusive education and teacher education policies. This examination would reveal how education policies are enacted in this particular case. New-Institutionalism (NI) theory (DiMaggio & Powell, 1991) constituted the theoretical framework that guided the methodology as well as the analysis of the findings. The study revealed that the coordinators’ understanding and practices around the existing inclusion and teacher education policies emerge from their own experiences in this particular program, intermingled with their beliefs about how inclusion should be enacted in teacher education and schools. Key findings included coordinators developing inclusive mindsets among pre-service teachers, negotiating their logics towards inclusion through modeling inclusive teaching practices in the university classroom, and engaging them in critical discussions around inclusion policy practice in schools, and coordinators calling for a curriculum policy change. Recommendations for future teacher education programming in response to the evolving inclusive education are offered.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.112
Threshold uncertainty score0.723

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0290.012
Scholarly communication0.0060.003
Open science0.0020.006
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.064
GPT teacher head0.398
Teacher spread0.334 · 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 source (direct Gemma or distilled Codex), 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

Citations4
Published2021
Admission routes3
Has abstractyes

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Same venueCanadian Journal of Educational Administration and PolicySame topicTeacher Education and Leadership StudiesFrench-language works237,207