Bibliographic record
Abstract
The employment rate for Aboriginals living off-reserve in Canada continued to improve in 2012. It increased to 56.9%, a rate of two percent (2%) over 2011. This is impressive when compared to the zero growth rate for non-Aboriginals. The participation rate for Aboriginals living off-reserve in Canada also increased. It grew from 64.1% to 65.2%. In addition, the gap between Aboriginals and non-Aboriginals for employment rates and participation rates continued to narrow in 2012. When employment is examined by educational level, there is no meaningful difference between Aboriginals and non-Aboriginals. There is also a clear relationship that increased levels of education are associated with higher employment rates and participation rates. Aboriginal employment in 2012 increased the most in Ontario. It is also the province with the largest Aboriginal as well as non-Aboriginal populations. The sectors in which the largest increases in Aboriginal employment in 2012 occurred were in construction, manufacturing, health care and social assistance and information, culture and recreation.
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 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".