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Record W7107965955 · doi:10.25316/ir-20525

Inclusive Education in Saskatchewan's K-12 Schools: Perspectives of People with Intellectual and Developmental Disabilities

2025· dissertation· en· W7107965955 on OpenAlexaboutno aff

Bibliographic record

VenueVIUSpace (Vancouver Island University Library) · 2025
Typedissertation
Languageen
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)CentralityIntellectual disabilityNarrativeGrounded theoryDisability studiesSpecial education

Abstract

fetched live from OpenAlex

This thesis explores the perspectives of people with intellectual and developmental disabilities on inclusive education within Saskatchewan’s K-12 education system. Grounded in critical disability theory and employing a narrative inquiry approach, this research centres the voices of people with lived experience to examine how inclusion is perceived and experienced. Ten adults with intellectual or developmental disabilities were interviewed, offering nuanced insights into the promises and limitations of inclusive education for Saskatchewan’s students, along with sharing experiences from their own K-12 educational journeys and linking these to their current perspectives. All participants expressed strong support for inclusive education as a framework, although some also reflected on the perceived benefits of segregated education in specific contexts. However, these reflections ultimately reinforced the need to improve inclusive practices rather than maintain segregated models. The findings highlight the importance of developing inclusive education systems that are fully resourced, responsive to diverse needs, and attentive to the centrality of disabled voices in shaping educational policy and practice.

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)0.000
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 score0.957
Threshold uncertainty score0.988

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.005
GPT teacher head0.231
Teacher spread0.226 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

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