Navigating stormy waters: a middle power perspective
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
Abstract Structural shifts in patterns of international production, trade, and investment have been spurred by the globalization of supply chains. Today, however, a range of factors, including wars and sanctions, the increasing divide between Western and Chinese approaches to the economy, the increasing links between economic security and national security, and between trade and environmental regulation, are contributing to the fragmentation of international economic frameworks and growing populist and protectionist sentiment. Competition for advantage through industrial subsidies and the setting of digital and environmental standards risks enshrining a less-than-global economic order. In many fields, however, multilateral cooperation, rulemaking, and enforcement in serving shared objectives, in various international organizations, multi-stakeholder forums, and by the private sector, continues to function well. In this ever-more complex international context, where clubs, coalitions, and informal networks among nations are increasingly prevalent, middle powers are wise to remain both agile and resolute in ensuring that national interests are advanced through smart diplomacy, encompassing working with like-minded in caucuses and informal settings that serve to build broader consensus, engaging business and other stakeholders at home and abroad in support. Canada’s experience and current efforts provide a constructive example for middle powers.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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