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 paper will explore the place of assessment in a culturally defined paradigm of inclusive education. Given the global trend towards inclusive classrooms, defi ned by a social justice view of learner diversity, the diagnostic/prescriptive medical view of special education is becoming increasingly antiquated. What is emerging is a growing preference towards empowering the classroom teacher with the knowledge and skills to identify the authentic needs of students and to differentiate instruction to respond to those needs. In a contemporary Canadian society characterized by shifting demographics, and increasing linguistic and cultural diversity, this perspective holds particular relevance. In fact, the history of inclusive education parallels, in many ways, the history of aboriginal1 education, as typifi ed in the territory of Nunavut where a stated commitment to establishing a broader view of diversity is creating a system in which children celebrate difference. This paper explores the wealth of literature on this issue and establishes a Canadian context to present Nunavut’s model as being exemplary within this global debate.
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 | 0.002 | 0.001 |
| 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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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