Articulating the 'Canadian Way': Canada™ and the Political Manipulation of the Canadian Identity
Bibliographic record
Abstract
To maximize opportunity for all Canadians. To invest in their hopes and their dreams. To ensure that our quality of life remains a global model. To make the Maple Leaf a 21st century trademark for excellence . (Prime Minister Jean Chrétien's Canada Day message, 1 July 2002, emphasis added) Ladies and gentlemen, the message I bring is simple, Canada remains on the cutting edge of new opportunities. We are making the Maple Leaf a 21st century trademark for excellence and prosperity . And, we offer cohesive, dynamic communities. Open for business, and ready to welcome your investment . (Address by Prime Minister Jean Chrétien on the occasion of the APEC 2002 CEO summit, 26 October 2002, Los Cabos, Mexico, emphasis added)
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 | 0.006 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.055 | 0.051 |
| Scholarly communication | 0.021 | 0.007 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.005 | 0.009 |
| Insufficient payload (model declined to judge) | 0.009 | 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".