Priority contribution. Role of international conventions in promoting avian conservation through reduced lead toxicosis: progression towards a non-toxic agenda
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
The transition to the use of non-toxic shot and fishing weights has been slow at the international level despite the Bern Convention and the African Eurasian Migratory Waterbird Agreement (AEWA) having called for a ban on lead shot use by the year 2000. Adopting lead substitutes is also consistent with the habitat goals of the Ramsar Convention and the Biodiversity Convention. In countries where non-toxic shot and sinkers are required by law, published studies show a marked reduction in lead toxicosis and large savings of birds. A renewed commitment from the AEWA, the Bern Convention, and especially the Ramsar Convention is needed to encourage their parties to regulate the use of non-toxic materials. Eleven different non-toxic substitutes for shot now exist, and some of these can also serve as substitutes for lead sinkers. While previous regulatory emphasis has been placed on wetland habitats, any new initiatives could also propose a phasing out of lead shot in upland habitats to reduce the prevalence of secondary lead poisoning of migratory raptors.
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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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