Bibliographic record
Abstract
In recent years, however, numerous development and renewal projects have begun to change the physical landscape of the North End - most notably on Selkirk Avenue. Due to her extensive corporate experience, she was tasked with co-coaching the school's teams for E-Spirit, which is a national business plan competition for Aboriginal youth developed by the Business Development Bank of Canada (BDC). In 2008, however, Paul Martin's Martin Aboriginal Education Initiative approached Children of the Earth and assisted in the creation of an elective credit course that enabled the teams to develop their business plans from concept through to completion - and receive a credit towards their graduation - without interfering with their family responsibilities. In March 2012, Lenny was selected to participate in the Aboriginal Business Students - Western Roundtable discussion, as organized by Cape Breton University's Purdy Crawford Chair in Aboriginal Business Studies, in Edmonton Alberta.
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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 | 0.007 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.034 | 0.009 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.003 | 0.020 |
| Research integrity | 0.006 | 0.017 |
| Insufficient payload (model declined to judge) | 0.017 | 0.003 |
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".