For the Love of the Child: Bestowing Value Amidst Inconsistent Inclusive Education Beliefs and Practices for One Student with Severe Disabilities.
Bibliographic record
Abstract
In this article, we chart developments of inclusive education practice and policy in Alberta, Canada, and conclude that much remains to be done toward achieving an educational system where all students, including those with severe disabilities, feel welcome and valued. We argue a need for deeper understandings of parent and educator beliefs about, and practices of, inclusive education in order to promote “mutual adaptation,” built on shared beliefs and consistent practices. To this end, we present an instrumental case study examination of the inclusion experience of one Canadian student with a severe disability described from multiple parent and educator perspectives. We call attention to inconsistencies in educator beliefs and practices, yet we draw out shared beliefs rooted in “love of the child.” Our study derives from Paulo Freire’s understanding of love as key to educational pedagogy (1968/1970, 2005), and we uphold love as a point of convergence
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How this classification was reachedexpand
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".