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
Anderson, David M & Vigdis Broch‐Due , The Poor are Not Us: Poverty and Pastoralism in Eastern Africa, Eastern African Studies, James Currey 1999. Negashe, Tekeste & Kjetil Tronvoll , Brothers at War: Making Sense of the Eritrean‐Ethiopian War, Eastern African Studies, James Currey 2000. Henze, Paul B , Layers of Time: A History of Ethiopia, Hurst 2000. Toulmin, Camila and Julian Quan , Evolving Land Rights, Policy and Tenure in Africa, IIED and DfID, London 2000. Woodhouse, Philip, Henry Bernstein & David Hulme , African Enclosures? The Social Dynamics of Wetlands in Drylands, James Currey; David Philip; Africa World Press; EAEP, 2000. Dashwood, Hevina S , Zimbabwe: The Political Economy of Transformation, University of Toronto Press, 2000.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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