Bibliographic record
Abstract
The conference was convened in order to address the problems of implementation faced by the human rights treaty system.The aim was to consider steps to improve the enforcement of international human rights law and to develop a vision for the advancement of the treaty regime, a goal consistent with the broader imperative and context of U.N. reform.Participants included a wide variety of international human rights actors: members of each of the six treaty bodies, representatives of three U.N. specialized agencies, U.N. officials from the Office of the High Commissioner for Human Rights, the Division for the Advancement of Women, and the Division for Political Affairs, individuals from eight major non-governmental organizations, representatives of states parties, representatives from the Council of Europe and the Organization of American States, representatives of U.N. special procedures mechanisms in the field of human rights and U.N. human rights field missions, and leading international human rights academics.At the conclusion of the Conference, as Rapporteur, I summarized the ideas for constructive change, both short-term and long-term, which emerged from the papers and the discussion at the Conference itself.The dialogue over the three days is summarized in Chapter 26.The range of conclusions and recommendations which emerged from the Conference are set out in Chapter 27.The appendices which have been added provide the reader with a compilation of central documents for the study of the human rights treaty system and the project 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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.378 | 0.201 |
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".