Transitioning towards inclusion: a triangulated view of the role of educational assistants
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract The current work employs the use of multiple lenses to illuminate the integral role of the Educational Assistant (EA) in a Canadian school district’s transition from a segregated to inclusive service delivery model for students with special needs. Often compatible, but also distinctive viewpoints and understandings shape the role of EA in this journey towards inclusive practice in the context of a district that deployed Inclusion Coaches to support educators over the course of five years. Through deductive analysis, qualitative data (interviews, focus groups, blog‐style reflections) were analysed from EAs (n = 6), elementary and secondary school teachers (n = 31), and Inclusion Coaches (n = 13). Findings indicated that the voices of EAs, teachers, and Inclusion Coaches all align on three main themes: necessity of collaboration among educators, coordinated and dedicated time for programming and redefining relationships within the inclusive model. During the transition from segregated classrooms to full inclusion, it is imperative that the role of the Educational Assistant (EA) is understood by administrators, teachers and the EAs themselves. With a more clearly delineated and mutually understood role, EAs and educators can develop collaborative relationships, working towards incorporating differentiation and supporting all students in a diverse learning and social community.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it