Bibliographic record
Abstract
Abstract Civil society organizations are often seen as playing a crucial role in helping to mitigate the exclusion of weaker states, giving voice to marginalized communities, and raising environmental and developmental concerns within the trade system. The politicization and demystification of the global trade agenda by civil society also opens up space for a more diverse set of actors to influence trade negotiations. This article examines the evolution of the WTO secretariat's engagement with civil society within this context and argues that the dominant mode of engagement, as manifest in WTO Public Forums and civil society participation in ministerial conferences, is no longer fit for purpose. Rather it reflects an outmoded strategy that once served to underscore the existence and value of the WTO as an international organization and works to neutralize political contestation and publicly promote the benefits of free trade. It is now in need of reform.
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 | 0.047 | 0.035 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.023 |
| Scholarly communication | 0.017 | 0.011 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.014 | 0.010 |
| Insufficient payload (model declined to judge) | 0.005 | 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".