Reflections of Canada : Illuminating our opportunities and challenges at 150+ years
Bibliographic record
Abstract
Reflections of Canada—intelligent, passionate, provocative—is a book with opinions as diverse as Canada. Leading thinkers take a stand on some of the most pressing issues facing Canada as our country marks 150 years since Confederation. The book’s title and its content acknowledge the complexity of this anniversary: Indigenous peoples have been here long before the origins of Canada. Thus, Reflections of Canada asks Canadians to consider critically the opportunities and challenges we face as our country grapples with its history and with the world that has emerged in the twenty-first century. An original poem by Canada’s Poet Laureate leads off forty-one essays on topics as diverse as the peoples and landscapes of this country. Contributions contemplate issues among the most pressing for Canada: reconciliation with Indigenous peoples, climate change and resource use, inequality, the technological revolution, democracy, arts and culture, immigration and multiculturalism. The essays offer informed and pointed perspectives on topics that demand attention and that call for expert but also accessible commentary. Canada’s past is considered and its future contemplated, with calls for action on how Canada must proceed into the next 150 years. The written pieces are accompanied by an eclectic range of photographs selected from a national photo competition. Together, the photos and essays communicate a complex and engaging landscape of what Canada is at this point in its history. This is a book of lively, respectful, and thoughtful debate. Reflections of Canada affirms the place for public intellectual discussion of major societal questions.
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 | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.041 | 0.016 |
| Scholarly communication | 0.017 | 0.005 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.006 | 0.012 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".