Bibliographic record
Abstract
The Call of the World takes us on an unprecedented behind-the-scenes tour of defining moments in recent global history. Bill Graham – Canada’s minister of foreign affairs and then its minister of defence in the tumultuous years following 9/11 – is an insightful and wryly humorous guide, steering readers through an astonishing array of national and international events, explaining important geopolitical relationships, and revealing the human side of global affairs through his deft portraits of world leaders. An engaging storyteller, Graham offers personal reflections as well as a riveting account of his years in office. He recalls his fortunate childhood in Vancouver and reflects on his time working as an international lawyer in Paris, as a backbencher in Ottawa, and as a cabinet minister during the Chrétien-Martin years. While his political career took him around the world, he remained a devoted champion of his constituents in his riding of Toronto Centre. During his time as a member of Parliament, Graham was a passionate promoter of bilingualism and an early advocate for gay and lesbian rights. He is perhaps best known, though, for his role in keeping Canada out of the 2003 invasion of Iraq, for his work in rebuilding the Canadian Armed Forces, and for stepping up as interim leader of the Liberal Party following Paul Martin’s resignation. Many of the issues tackled in The Call of the World remain as immediate as today’s headlines. Graham demystifies globalization, free trade, human rights, peacekeeping, and multilateralism. All the while, he offers a bold appraisal of Canada’s current role on the global stage and makes a case for why international law offers the best hope for a safer, more prosperous, and just world.
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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.019 | 0.008 |
| Scholarly communication | 0.017 | 0.009 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.005 | 0.010 |
| Insufficient payload (model declined to judge) | 0.071 | 0.017 |
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".