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
Kenya became a primary destination for the prosecution of pirates captured off the coast of Somalia from late 2008 to late 2009. Yet none of the pirates being tried in Kenya as of April 2010 were captured by Kenyan armed forces but, rather, by non-Kenyan forces whose countries had signed agreements with Kenya for it to conduct such trials. In Resolution 1851 of December 16, 2008, the United Nations Security Council had urged states and regional organizations to enter into such agreements. Kenya accordingly concluded agreements on prosecuting suspected pirates with the United Kingdom, the United States, the European Union, and Denmark. According to media reports, and as Kenya recently acknowledged, two others were negotiated, with China and Canada. Only the EU-Kenya agreement has been published. The British foreign secretary told the House of Commons that Kenya did not want its agreement with the United Kingdom to be made public. Consequently, it may well be that a Kenyan preference for secrecy prevented the public release of information on the other agreements signed by Kenya.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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