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
Abstract Transnational environmental law is the subject of growing scholarly interest. Yet, much work remains to be done to fill in both the conceptual and empirical contours of this field. One methodological challenge that transnational law poses is the need to look beyond traditional sources of international and national law. This article contributes to efforts to understand transnational law's multilayered architecture by drawing attention to the use of transnational contracts as a mechanism to protect habitats and species. The diverse and proliferating examples of conservation contracts discussed in this article – which include forest carbon agreements, conservation concessions, debt-for-nature swaps, conservation performance payments, and private protected area agreements – reveal an ongoing and intensifying transnational attempt to use private contracts to address some of the most pressing issues of common concern. This article draws on fairness theory in both contract and international environmental law to argue for law's relevance in interpreting conservation's call for contracts.
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.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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