Nuclear Threats and Canada’s Disarmament Diplomacy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
For the last ten years the Disarmament NGO Canadians for a Nuclear Weapons Convention (CNWC) has conferred a “Distinguished Achievement” award on an individual who has contributed to advancing nuclear disarmament. Paul Meyer, an Adjunct Professor of International Studies at Simon Fraser University, a Director of the Canadian Pugwash Group and a former Canadian Ambassador for Disarmament was the recipient of the 2022 award. In connection with the award, Meyer delivered on 28 November 2022 a public lecture at the University of Ottawa’s Centre for International Policy Studies. The lecture addressed contemporary nuclear threats, described current efforts at nuclear arms control and disarmament and proposed five actions that the Canadian Government could take to advance its disarmament goals.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it