The survival of the weakest: the echo of the Rio Summit principles in environmental treaties
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article examines the influence of the 1992 United Nations Conference on Environment and Development, known as the Rio Summit, on the design of subsequent international environmental agreements (IEAs). In particular, it investigates the extent to which the principles outlined in the Rio Declaration were integrated into IEAs concluded in the following years. We focus our investigation on three principles: the precautionary principle, common but differentiated responsibilities, and the polluter pays principle. Analyzing a collection of 2,211 IEAs and their 509 amendments, we find that the Rio Summit catalyzed the dissemination of these principles. However, our study also reveals that the Rio Conference was an inflection point, wherein weaker expressions of these principles became more prevalent. Stronger expressions, which were included in some IEAs prior to the Rio Summit, became relatively less common thereafter. We call this evolutionary process the ‘survival of the weakest’.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it