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Record W7025163982

Teachers’ Engagement with Individual Education Plans for Secondary Students with Autism

2025· dissertation· en· W7025163982 on OpenAlexaboutno aff

Bibliographic record

VenueQSpace (Queen's University Library) · 2025
Typedissertation
Languageen
FieldMedicine
TopicPrenatal Screening and Diagnostics
Canadian institutionsnot available
Fundersnot available
KeywordsAutismInclusion (mineral)Individualized Education ProgramMainstreamingSpecial educationPerceptionQualitative researchPlan (archaeology)General education
DOInot available

Abstract

fetched live from OpenAlex

The Individual Education Plan (IEP) is widely considered the main mechanism for guiding individualized instruction and supports for students with disabilities—a right under the United Nations Convention on the Rights of Persons with Disabilities (2004). In Ontario, students with autism are among those believed to benefit from the use of an IEP as it facilitates their inclusion in general education classrooms. This includes secondary-aged students with autism, who have historically received less research attention compared to their younger counterparts. Despite the importance of teachers’ role in developing, revising, and implementing IEPs, few studies have investigated how teachers use the IEP in their instructional planning. Therefore, the purpose of this study was to examine how general education teachers engage with IEPs for secondary students with autism in their planning from a variety of angles. Using a multimethod design, this study addressed four research questions: (1) What are general education teachers’ perceptions of the IEP for secondary students with autism in inclusive classrooms? (2) How do general education teachers perceive their preparation to implement an IEP for secondary students with autism in inclusive classrooms? (3) What relationships, if any, exist between general education teachers’ demographic characteristics (e.g., years of experience), perceptions of the IEP, and preparation to implement it for secondary students with autism in inclusive classrooms? And (4) How do general education teachers use IEPs in their planning to support secondary students with autism in inclusive classrooms? Data were collected in two phases: Phase 1 was quantitative and used a survey, while Phase 2 was qualitative and combined a concurrent think-aloud protocol with semi-structured interviews. Findings revealed which IEP components teachers found most and least relevant to their planning, and their perceived preparation to enact various IEP-related actions and responsibilities. Qualitative analysis led to the construction of ten themes, which were re-organized into a conceptual model for understanding how teachers engage with IEPs in their planning to support students with autism in inclusive classrooms. Findings from this research contribute to the literature on teachers’ engagement with IEPs for students with autism and, more broadly, teacher planning.

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)0.002
metaresearch head score (Gemma)0.011
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 score0.012
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0030.002
Scholarly communication0.0030.002
Open science0.0010.007
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.010
GPT teacher head0.236
Teacher spread0.227 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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