Bibliographic record
Abstract
The most successful environmental agreement, the Montreal Protocol, focused on modifying production and consumption patterns but the subsequent agreements, whether issue-based, sectoral or economy-wide, focused on symptoms and not the causes of the environmental problem and have, therefore, had limited success. An independent review by the United Nations has also concluded that ‘the current framework of international environmental governance is weakened by institutional fragmentation and specialization and lack of a holistic approach to environmental issues and sustainable development’ [UN JIU, 2008]. A legal framework was important for industrialized countries for three reasons. First, it created rights and obligations with respect to the global environment which was defined to include natural resources outside national boundaries – biodiversity, carbon budget and forests. Second, it facilitated trade – hazardous substances, biotechnology and new markets. Third, the way the issues were framed around future natural resource use meant weak commitments for them and there were provisions for reservations and interpretative statements – used, for example, for common but differentiated responsibilities, biotechnology. The developing countries, having recently emerged from colonialism, focused on two related but distinct issues; sovereignty over natural resources within territorial boundaries and on the means of implementation for global environmental concerns. They perceived these elements as enabling them to supplement their development efforts, particularly finance and capacity building. In all these agreements, economic interests predominated, with the industrialized countries shaping the agenda around the intellectual, but not scientific, ‘common concern’ for the global environment framed in a manner that looked only at the impact of human activity on natural resources rather than their use for human well-being. Distinction between global and local concerns The Stockholm Conference on the Human Environment, in 1972, for the first time made a distinction between global and local environmental problems and recognized the social factors behind many global problems. However, both industrialized and developing countries were uneasy with the resulting compromise because it implied a trade-off between environment and development. The Rio Conference on Environment and Development, in 1992, continued to treat environment as a separate policy issue and focused on the promotion of multilateral environmental agreements as the way to make environment and development compatible. The Rio Conference, in 2012, focused on global goals ending this dichotomy, as well as the differentiation between developed and developing countries, with urbanization becoming a mega-trend.
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 | 0.070 | 0.134 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.006 | 0.010 |
| Scholarly communication | 0.018 | 0.024 |
| Open science | 0.006 | 0.018 |
| Research integrity | 0.006 | 0.013 |
| Insufficient payload (model declined to judge) | 0.031 | 0.004 |
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".