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
Three years after his coup General Musharraf held a long-promised parliamentary election in Pakistan. Its conduct did not satisfy observers and the country remained suspended from the Commonwealth. Drought and violence worsened in Zimbabwe, but President Mugabe did not turn up for a meeting in Abuja with three Commonwealth leaders and political deadlock continued. A surprise election result in Kashmir produced a chief minister from an almost wholly Muslim party. Sri Lanka peace talks went well. President Moi of Kenya dissolved his last parliament and tried to line up Uhuru Kenyatta to succeed him. In Canada Prime Minister Chretien announced he would retire in 2004. Australia was stunned by the loss of nearly 100 of its young people in the Bali bombing. Gibraltar voted a big No to shared sovereignty with Spain, while in Swaziland the King ran into trouble taking a tenth bride.
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) | 0.001 | 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