The Obstacle of Difference and The Solution of Inclusive Schooling
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
Racism discourse evokes responses that are often either passionate, self-reflective, or fiercely self-critical, creating a sense of disbelief and denial in some and opening up old wounds in others. Canada’s relatively peaceful and diverse inhabitants, social safety net, universal health care, and relatively higher standard of living provide its citizenry with a quality of life that is considered exceptional compared to life in many other countries. The line that separates this strange binary of denial versus passionate recognition is usually defined by social location. Those located within North America’s dominant group tend to deny that race is an issue in their lives. The roots of this perceptual disconnect between the dominant group and the minoritized run deep. It stems from centuries of European imperialist expansionism and the notions of “modernity” that both inspired and sustained this expansionism. Goldberg describes “modernity” as one of the defining concepts that has influenced the unfolding of Western history.
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 | 0.000 | 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 | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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