Promoting Peace and Conceptualizing Human Security Diplomacy
Bibliographic record
Abstract
Abstract This article draws on the concept of human security and argues that it can serve as a foundational doctrine within the fields of peacekeeping and peacebuilding. The chapter comprises three main parts which include 1) an introduction to the concept of human security; 2) a call for greater accountability and a strengthening of the duty to care across the peacebuilding landscape to counterbalance the militarization of peacekeeping; and finally 3) a proposal for what we call ‘human security diplomacy’ and the role that Canada can play as a middle power struggling to find its role within the nexus of these different strands. While human security has been a foundational principal of the United Nations for decades, the authors are particularly interested in how countries advance principles of peacebuilding in a globalized world to provide a more practical, rather than just suggested theoretical relationship, in terms developing a stronger identity through the lens of a new approach which we call human security diplomacy.
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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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.048 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".