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
A clutch of Commonwealth countries was at the centre of attempts in mid-2002 to rescue Africa from strife, drought and AIDS. While South Africa mediated a Congo peace deal, it tried with the help of Nigeria, UK and Canada, to persuade the G8 summit in Kananaskis to back NEPAD, a long-term strategy for the continent. They had little immediate success. A few days later African leaders launched with a fanfare the African Union to replace the OAU, but that event, too, was unpropitious. In June the threat of war between India and Pakistan receded. Mahathir Mohamad gave a year's notice of his retirement as Prime Minister of Malaysia. Helen Clark retained power in New Zealand elections, and after weeks of election confusion Sir Michael Somare came back for the third time as Prime Minister of Papua New Guinea. Manchester silenced the critics by staging the happiest and most successful Commonwealth Games for decades.
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 | 0.002 | 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 | 0.001 |
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