Bibliographic record
Abstract
Global governance primarily focuses on the management and governance of global affairs that are beyond the ability of the state to solve through formal and informal interactions between local, national, regional, and international actors. The post-cold war era can be called the golden age of the process of global governance. This process has significantly broadened to include more diverse players, networks, institutions, regimes, and mechanisms that apply distributive or regulatory functions that have transnational effects. In parallel with this the global trade governance, which includes the group of bilateral, regional and multilateral international agreements, at times with the institutions that regulate the international rules concerned trade, has widened significantly in the 19th century and onward. The evolution of the WTO is corresponding to these essential changes in the order in global trade governance. Therefore, this article examines the effect of the process of global governance on the WTO and the evolving factors of change in the nature of this organization. According to the author's argument, growing role of the civil society organizations, the redistribution of power, opposition to free trade, the proliferation of preferential trade, differences in the views on goals and functions, have led to the fact that, the nature of the WTO has shifted from the cluster of developed countries to a global organization.
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 | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.030 |
| Scholarly communication | 0.013 | 0.012 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".