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
Environmental Management and Change in Plymouth and the South West. By M ark B lacksell , J udith M athews and P eter S ims . People, Environment, Disease and Death. By M elvyn H owe . Timing global cities. Edited by S.G.E. G ravesteiin , S. van G riensven and M.C. de S midt Modern Geographical Thought By R ichard P eet . The Political Ecology of Bananas: Contract Farming, Peasants, and Agrarian Change in the Eastern Caribbean. By L awrence S. G rossman The Holocene: an Environmental History. By N eil R oberts Histoire de la Géographie Franáise de 1870 à nos jours. By P aul C laval Battling the Elements, Weather and Terrain in the Conduct of War. By H rold A. W inters with G erald E. G alloway , W illiam I. R eynolds and D avid W. R hyne The Military Use of Land, A History of the Defence Estate. By J ohn C hilds Flood Studies in India. Edited by V ishwas S. K ale The Northridge Earthquake: Vulnerability and Disaster. By R obert B olin with L ois S tanford The Assessment of the Status of Human Induced Soil Degradation in South and Southeast Asia. By G.W.A. van L ynden and L.R. O ldeman Asia Pacific: New Geographies of the Pacific Rim. Edited By F.R. W atters and T.G. M cgee
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) | 0.100 | 0.006 |
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