Bibliographic record
Abstract
Executive Summary After Brexit, the UK must show that it has a voice. It will need to re-earn international respect, and in particular establish the concept of a ‘global Britain’ on the basis of performance, not rhetoric. That means re-establishing a strong network of relationships around the world in support of its security and economic health, but also continuing to play a leading role in support of the international rules-based order. For example, it should make the most of its continuing status as a Permanent Member of the UN Security Council to act as a problem-solver and system-enhancer in the collective interest. An early, first-order priority will be establishing a new, mutually beneficial partnership with the European Union, which continues to form our economic and political neighbourhood. Reconstructing a modern relationship with the United States is not secondary to that, but cannot substitute for it and must be undertaken in recognition of the differing interests and instincts of the two sides. A further challenge is building the right relationship with China based on mutual interest in trade, peace, and international respect and on confronting expansionist or opportunistic practices. With Russia, too, it is possible to design a predictable set of behaviours on either side, and with both countries good communication channels will need to be maintained. Brexit gives the UK the scope to construct a more deliberate diplomatic approach to the rest of the English-speaking world than was explicitly possible as an EU member – notably in working with Canada, Australia and New Zealand to promote the international rules-based order. But this should be complemented by more effective outreach to non-English-speaking countries, notably in support of trade and investment opportunities with emerging nations. But with them as with all the UK's interlocutors, the need to earn its place, and to show that it realises that, will be vital. In defence and security, the UK will continue in its commitment to the strength of NATO as its essential alliance under US leadership, while also liaising carefully with EU Member States as they seek to improve their own capacities to contribute to European security. But it cannot simply rely on old institutional structures. It needs to lead, for example by playing a stronger role in the control of non-military forms of aggression, such as cyber warfare, economic sanctions, rivalry in space, and commercial espionage. A strategy for realising the UK's interests in the international arena will require the Prime Minister's constant attention, but also a specific mandate for a very senior minister to supervise the interlinked policy areas of foreign affairs, international development, and international trade within a single government department.
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 | 0.010 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.022 | 0.012 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.014 | 0.015 |
| Insufficient payload (model declined to judge) | 0.055 | 0.014 |
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".