A new market-based tool for conservation: improving aquaculture through ASC certification
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
Oura transboundary complex between Cameroon and Chad.Ministers asked to include the Central African Republic in the accord, subject to follow-up tripartite meetings in Ndjamena in September and November 2012 in which an agreement on anti-poaching transboundary collaboration was prepared.In June 2012 the ministers in charge of wildlife of the COMIFAC member states also adopted the Central African Wildlife Trade Law Enforcement Action Plan (CAWTLEAP, 2012(CAWTLEAP, -2017)).News as at February 2013 is that, recognizing the increasingly military character of effective anti-poaching, the dialogue amongst the three ministers in charge of wildlife is to be widened to include their colleagues in charge of defence.Important first steps have been taken with this longawaited tri-national dialogue and signing of CAWTLEAP but more is needed.The dramatic increase in elephant poaching has been triggered by the rapidly increasing demand for ivory in China, Thailand and other East Asian countries.Regional and intercontinental dialogue, including ivory consumer and transit countries, was called for by a platform meeting organized jointly by the US Embassy and the Governments of Gabon and Central African Republic in Libreville in April 2012.The greatest challenge now is to translate these dialogues into concrete collaboration.This may be boosted by treating the illegal international wildlife trade as a crime that mobilizes action beyond ministries in charge of wildlife protection.As called for by CAWTLEAP, national units to combat wildlife crime are being established, comprising law enforcement agencies (Defence, Justice, Customs, Police, Wildlife, Interior and Exterior) and assisted by technical partners such as INTERPOL, conservation organizations and diplomatic missions.These units are being tasked to bundle resources and intelligence systems to track, arrest and prosecute wildlife criminals to the full extent of the law.This attention to large-scale transboundary poaching should not, however, divert attention from increasingly commercial small-scale poaching operations, with implication of powerful elites, for which collaboration with local communities should, whenever possible, be reinforced.Only reacting to these different types of poaching will ensure that elephants and other wildlife do not follow the same fate as the western black rhino, extinct a decade ago.
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 | 0.000 |
| Open science | 0.000 | 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