Equity as a Basis for Inclusive Educational Systems Change
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
Inclusion of students with ‘disabilities’ in public systems of general education has been a global initiative since the Salamanca Statement and Framework for Action by the Ministry of Education and Science, Madrid (Spain), and United Nations Educational, Scientific, and Cultural Organization, Paris (France), in 1994. Despite global and national policy efforts the practice has been sporadic and elusive. Framing education as categorical, specialised service delivery to discrete populations makes inclusion an unsolvable problem. The advent of multi-tiered systems of support (MTSS) coupled with universal design for learning (UDL) practices delivered in whole-school rather than classroom-based formats poses a pathway out of the conundrum by framing public education as a system of equitable distribution of resources, such as services and supports, based on measured and monitored need on the part of all students. Potentially supportive research literature is reviewed.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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