Participation of Azerbaijan in the Environmental Activities of the UNEP, the Council of Europe and the CIS
Bibliographic record
Abstract
Ecosystems of the Azerbaijan Republic have a lot of unique characteristics that demand the special focus in the context of the environmental protection. Taking into account their importance, it is necessary to apply whole potential of international cooperation including institutional dimension. The purpose of the article is to describe the characteristics of the participation of the Azerbaijan Republic in the activities of the United Nations Environmental Programme (UNEP), the Council of Europe and the Commonwealth of Independent States (CIS) on the protection of environment. As the basic method of research, the author proposes the method of legal comparison. The generalization of the results of the cooperation of the Azerbaijan Republic allows to define the respective traits of interaction with every international organization from the abovementioned list. They are determined by the purposes, functions, opportunities and mechanisms of interaction in every respective case. For example, the Azerbaijan Republic focuses its attention on development and improvement of the environmental management mechanism and resilience to natural and human-induced hazards. At the same time, the environmental cooperation of the Azerbaijan Republic and the Council of Europe is based on the participation in the regional conventional mechanisms and formation of the necessary conditions for the realization of the environmental rights of humans, including the activity of the European Court of Human Rights. Additionally, based on the examples of cooperation of the Azerbaijan Republic with the UNEP, the Council of Europe and the CIS, the author reveals the presence of dynamic, complex and systemic approach to cooperation with the aforementioned international organizations. The global, comprehensive nature of the environmental challenges facing the world community contributes to the formation of a new worldview and practice of international economic interaction between the participants of the world economy, based on the support of the strong States to the weak in ensuring the most important, generally significant tasks of the economy and the environment.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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".