Lessons in relationality: reconsidering the history of education in North America
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 article offers a sampling and critique of the history of education in North America, including Canada, the United States and Mexico. Being Black and Indigenous academics, respectively, the authors’ scholarship centres on community relationships, considering activism around #BlackLivesMatter and Indigenous Peoples, especially with the news of thousands of unmarked graves at former Indian Residential Schools in Canada. Amidst increasing global calls for decolonisation, social justice and accountability, we ask: how should one consider the history of education in North America amidst social unrest, climate change, the SARS-CoV-2 pandemic, ongoing colonialisms, gender inequities, police violence against Black bodies and unmarked graves of Indigenous children? This paper traces histories of Indian Residential Schools, explores schooling structures and emerging settler states, and examines the growing focus on local histories to offer new directions in the history of education that challenge antiquated national narratives.
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 | 0.000 |
| 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