Bibliographic record
Abstract
The learning ministries in Ontario have made a concerted effort to underscore Aboriginal learners' needs and preferences in publicly-funded and assisted schools and training services throughout the province.Through a trilogy of policy documents, the Ontario Ministry of Education (OME) and the Ministry of Training, Colleges and Universities (MTCU) have addressed expanded definitions of learning and sought to unfold the socio-cultural and epistemic values related to Aboriginal student and community worldviews:1.The Ontario First Nation, Métis and Inuit Education Policy Framework (2007) commissions the province's boards of education, school administrators and teachers to create culturally-sensitive schools and classrooms.2. The OME's Sound Foundations for the Road Ahead (2009) is a progress report on the outcomes for the aforementioned Policy Framework (2007) and aims to assure taxpayers that progress is being made in regards to policy implementation.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.046 | 0.089 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.009 | 0.010 |
| Science and technology studies | 0.039 | 0.115 |
| Scholarly communication | 0.043 | 0.040 |
| Open science | 0.006 | 0.018 |
| Research integrity | 0.022 | 0.022 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".