Bibliographic record
Abstract
Although much remains the same in world politics despite claims that a new global order has emerged out of the rubble of the Cold War, there is a level at which the emergence of a new order can be discerned. If one probes beneath the outcomes of international affairs and focuses on their underpinnings, it is possible to trace the utlines of new foundations of global politics. This new world order is depicted in terms of three basic parameters that bind the global System, each of which is posited as undergoing profound and enduring transformation. At the micro level the analytic skills of individuals everywhere are conceived to have undergone extensive expansion. At the macro level of systemic structure the transformation involves the bifurcation of world politics into a state-centric world and a multi-centric world, neither of which is predominant and both of which are responsive to the other. At the macro-micro level, which links individuals to their macro collectivities, transformation is seen to have occurred in authority relations, with the dynamics of change having moved authority structures from being in place to being in crisis. While these fundamental transformations are seen as fostering endless tensions between the centralizing and decentralizing forces at work in the world, the resulting turbulence is not viewed as amounting to disorder. Rather, the emergent global order is viewed as encouraging the institutionalization of the tensions, the outcome of which is readily discernible in present day relations among the states analyzed in this symposium.
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 | 0.012 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.012 | 0.014 |
| Scholarly communication | 0.020 | 0.007 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.011 | 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".