Bibliographic record
Abstract
Written by diplomatic practitioners, Human Security and the New Diplomacy is a straightforward account of challenges already overcome and the prospect for further progress. From the evolution of peace-keeping, to peacebuilding, humanitarian intervention, war-affected children, international humanitarian law, the International Criminal Court, the economic agendas of conflict, transnational crime, and the emergence of connectivity and a global civil society, the authors offer new insights into the importance of considering these issues as part of a single agenda. Human Security and the New Diplomacy is a case-study of a major Canadian foreign policy initiative and a detailed account of the first phase of the human security agenda. The story of Canada's leading role in promoting a humanitarian approach to international relations, it will be of interest to foreign policy specialists and students alike. Contributors include David Angell, Alan Bones, Michael Bonser, Terry Cormier, Patricia Fortier, Bob Fowler, Elissa Goldberg, Mark Gwozdecky, Sam Hanson, Paul Heinbecker, Eric Hoskins, Don Hubert, David Lee, Dan Livermore, Jennifer Loten, Rob McRae, Valerie Ooterveld, Victor Rakmil, Darryl Robinson, Jill Sinclair, Michael Small, Ross Snyder, Carmen Sorger, and Roman Waschuk.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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".