Looking through the learning disability lens: inclusive education and the learning disability embodiment
Bibliographic record
Abstract
Inclusion as an educational approach for students with disabilities is a widely debated topic. The concept of inclusion is often referred to as a philosophy that all pupils – regardless of ability and other differences – should be included within age-appropriate community schools [Stainback, S.B. and Stainback, W. eds., 1996. Inclusion: a guide for educators. Baltimore, MD: Paul H. Brookes Publishing, Artiles, A.J. and Kozleski, E.B., 2007. Beyond convictions: interrogating culture, history, and power in inclusive education. Language Arts, 84 (4), 357–365]. This educational approach has been scrutinized for its capacity to meet the needs of students with and without disabilities Lindsay, G., 2003. Inclusive education: a critical perspective. British journal of special education, 30 (1), 3–12; Kauffman, J.M. and Hallahan, D.P., 2005. Special education: what it is and why we need it. Toronto, Canada: Pearson; McPhail, J.C. and Freeman, J.C., 2005. Beyond prejudice: thinking towards genuine inclusion. Learning disability research and practice, 20 (4), 254–267]. However, as Bodgan and Taylor [1990. Looking at the bright side: a positive approach to qualitative policy and evaluation research. Qualitative sociology, 13 (2), 183–192.] point out, the ‘does it work’ framework for analyzing inclusion programs for persons with disabilities is not beneficial to practitioners and researchers who believe that ‘integration into society is a moral question rather than an empirical one’ (p. 187). Instead of questioning whether inclusion ‘works’ or is ‘effective’ for students with learning disabilities (SLD), this study uses a critical geography perspective to examine from the SLDs' perspective how educational spaces are as socially and discursively constructed as places of inclusion and exclusion. This paper also examines interest in how these constructions of places are situated in relation to provincial and regional inclusive education policies.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.012 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.012 | 0.058 |
| Scholarly communication | 0.017 | 0.032 |
| Open science | 0.002 | 0.020 |
| Research integrity | 0.009 | 0.013 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".