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Record W2168771736

CANADIAN TEACHERS' ASSOCIATIONS AND THE INCLUSIVE MOVEMENT FOR STUDENTS WITH SPECIAL NEEDS

2011· article· en· W2168771736 on OpenAlexaboutno aff
Margret Winzer, Kas Mazurek

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Practices and Policies
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)Association (psychology)Special needsPedagogySocial justiceMovement (music)Special educationMainstreamingSociologyPsychologyPolitical scienceGender studiesSocial science
DOInot available

Abstract

fetched live from OpenAlex

During the1980s Canadian teachers ‘ associations became deeply immersed in the reform movement that called for the inclusion of students with special needs into general classrooms. Associations raised issues surrounding inclusive schooling, particularly in regard to the conditions of teaching and learning. As inclusion evolved into a dominant paradigm for schooling, the associations assumed more positive and conciliatory stances. To illustrate the manner in which Canadian teachers ‘ associations confronted the inclusive schooling policy, this paper discusses common overlapping elements found in their collective dialogue surrounding three major themes –- implementation, funding and supports, and professional development. It considers initial association responses and gradual shifts in stances by many associations as they increasingly supported inclusive schooling and assimilated its concepts under the banners of teacher professionalism and social justice. The 1980s heralded a remarkable commitment to inclusive schooling for students with special needs. The philosophical assumptions and discourses that underlay the inclusive movement focused on social justice, civil rights, and equity, and differed fundamentally from traditional conceptions of exceptionality and special education. Government intervention was intense and sustained: many jurisdictions acted to form statutory and operational frameworks to define and facilitate special services within an inclusive framework. The ensuing legislation and policies diminished the line between general and special education and broadened the responsibilities of general classroom teachers. However, meaningful reform cannot be achieved without ownership by the teachers who are called upon to implement the changes and by the associations that represent their collective

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)0.004
metaresearch head score (Gemma)0.008
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.866
Threshold uncertainty score0.974

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0440.016
Scholarly communication0.0070.002
Open science0.0010.008
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0070.000

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 head0.033
GPT teacher head0.370
Teacher spread0.336 · 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

Citations23
Published2011
Admission routes1
Has abstractyes

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