Bibliographic record
Abstract
The `international' today should be approached in an evolutionary way. The fixed categories of neo-realism that served well in the past for analysis of the Cold War are no longer adequate in the fluidity of change today. Nor does the Cartesian perspective of an objective world observed by the analyst correspond to reality. In the evolution of world order, the self-organization of social and political power relations has to be understood as a process of evolving consciousness — the ways in which people understand the world they live in and communicate with each other about it. The greatest danger in this process of transformation of mentalities lies in the absolutist thinking encouraged in the extreme versions of monotheistic religion. The evolving historical structures of (American) `Empire', the pluralism of civilizations in the surviving state system and the movement in civil society towards the creation of new forms of structuring social power compete in the process of self-organization of global governance. Legitimacy is the weak point. Efforts at imposing order through `passive revolution' are doomed to fail for lack of legitimacy. A legitimate world order would have to achieve consensus on stopping the destruction of the material, ecological basis of human life; it would have to be based on acceptance of the fact that different world views can coexist; and to gain legitimacy it would have to work towards moderating the existing disparities in life opportunities among peoples so as to give a material basis for coexistence in diversity.
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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.026 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.012 | 0.002 |
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".