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
Abstract The Office of the Commissioner of Official Languages is an important element to Canada's national language policy implementation and development (available online at http://www.ocol_clo.gc.ca/html/index_e.php ). In 1963, when tensions between French and English Canada challenged the very future of its Federation (1867), the federal government launched the Royal Commission on Bilingualism and Biculturalism to investigate the realities of bilingualism in Canada and make recommendations to strengthen the confederation based on the principles of two equal founding peoples, the English and the French. The Office of the Commissioner of Official Languages was created in 1969 as part of the first Official Languages Act adopted by the Canadian Parliament, based on the recommendations of the Royal Commission on Bilingualism and Biculturalism. The Office of the Commissioner of Official Languages provides policy makers with a mechanism to oversee the implementation of and compliance with a far‐reaching language policy meant to bridge two divided linguistics groups, the Anglophones and the Francophones, and their respective minorities.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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