Toward a Unified System of Education: Where Do We Go From Here?
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
This special issue provides a selective overview of topics associated with a pre-dominant trend in Canadian and U.S. schools: moving from a dual system of education in which special education and regular education services are carried out separately, to an effective unified system of service delivery for all students (Stainback, Stainback, & Bunch, 1989). Even though much of the impetus for change has come from proponents in special education (Lipsky & Gartner, 1989; Porter & Richler, 1991; Villa, Thousand, Stainback, & Stainback, 1992), there is increasing evidence that general education reform and school improvement agendas are beginning to take hold (Barth, 1991; Smith & Scott, 1990). The chal-lenge of creating school environments that promote excellence and equity is daunting but not impossible, and some of the preliminary efforts in this area are very promising. The focus of this special issue is on some of the significant work that is being carried out across the country to support this change. Although the range of topics is diverse, all papers are concerned with the complex problems associated with providing every student (particularly students with exceptional learning needs) an appropriate education that enables each to reach maximal potential.
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 | 0.001 | 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 | 0.001 |
| 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