International Practices in Special Education: Debates and Challenges
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
Margret A. Winzer and Kas Mazurek combine two disciplines in this collection, comparative and international studies and special education, to explore the ways that diverse nations respond to persons who are exceptional. Their learned contributors also explore the changing parameters of special education, employing comparative studies theories and methods to document, explore, discuss, and analyze social and educational inclusion. International Practices in Special Education: Debates and Challenges travels the world to examine the progress of special education, from inclusive reform in Canada, for all in the United Kingdom, the reform-restructure-renew movement in Poland to the journey from awareness to action in the United States. Chapters describe the challenges and opportunities in the United Arab Emirates; conflicts regarding educational welfare in South Korea; new perspectives on special needs and inclusive education in Japan; facing inclusion in India; making the invisibles visible in Pakistan; problems and prospects in Nigeria; special needs education in Ethiopia; and the developments, prospects, and demands of special education in a rising China. One step forward, two steps backward describes Israel's special education issues. Germany's special education receives an international perspective; and education policy and pedagogy for students with disabilities in Australia, completes the analyses in this remarkable, comprehensive work of scholarship.
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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 | 0.000 | 0.000 |
| 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) | 0.005 | 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