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Record W4416042166 · doi:10.5206/cie-eci.v54i2.18635

Beyond Perceived Privilege: A Case Study of a Private School’s Views on Improving Inclusive Education

2025· article· en· W4416042166 on OpenAlexaffvenue
Kishi Anderson Leachman

Bibliographic record

VenueComparative and International Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicTeacher Education and Leadership Studies
Canadian institutionsUniversity of Winnipeg
Fundersnot available
KeywordsInclusion (mineral)Thematic analysisQualitative researchPublic policyPrivate sectorHigher educationPublic education

Abstract

fetched live from OpenAlex

Inclusive education in private schools remains an under-researched area, particularly within the Caribbean. This qualitative single-case study explores the perspectives of 27 purposively selected stakeholders—including educators, parents, students, and support staff—at a private primary school in urban Jamaica. Through thematic analysis, key barriers to effective inclusion were identified: inconsistent communication, limited staff capacity, inadequate school—community partnerships, and insufficient human and physical resources. Despite these challenges, stakeholders expressed a strong commitment to improving inclusive practices, which are examined in this article. The findings underscore the importance of grounding inclusive education policy and practice in the lived experiences of those directly involved. While not generalizable, the study offers valuable insights that can inform inclusive education efforts in both private and public schools within comparable contexts.

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 score0.063
Threshold uncertainty score0.485

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.173
GPT teacher head0.499
Teacher spread0.326 · 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 routes2
Has abstractyes

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