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
Books reviewed: McGrath, Gerald and Sebert, Louis (eds) Mapping a northern land. The survey of Canada 1947–1994 Cook, Karen Severud (ed) Images and Icons of the New World Hodson, Donald County Atlases of the British Isles published after 1703: a bibliography, Vol. III. Atlases published 1764–1789 Neumann, Joachim Enzyklopädisches Wörterbuch Kartographie in 25 Sprachen, 2 erweiterte Ausgabe Kain, Roger and Ravenhill, William (eds) Historical Atlas of South‐West England Beech, Geraldine (ed) Maps and Plans in the Public Record Office: No. 4, Europe and Turkey Chasseaud, Peter Artillery's Astrologers: A history of British survey and mapping on the Western Front 1914–1918 Molenaar, Martien An Introduction to the Theory of Spatial Object Modelling for GIS Lowenthal, Mary Alice (ed) Who's who in the history of cartography. The international guide to the subject (D9) Phlipponneau, Michel Là géographie appliquée. Du géographe universitaire au géographe professionel Taylor, Fraser D.R. (ed) Policy issues in Modern Cartography Velasco, Pedro Reques and Rodríguez, Vincente Rodríguez Atlas de la Población Española: Análisis de BaseMunicipal Bradley, Raymond S. Paleoclimatology: Reconstructing Climates of the Quaternary (Second edition) Brown, Lester R. et al. State of the World 1999 Burch, David, Goss, Jasper and Lawrence, Geoffrey (eds) Restructuring Global and Regional Agricultures: Transformations in Australasian agri‐food economies and spaces Mackney, E.C., Shewry, M.C. and Tudor, G.J. (eds) Land Cover Change: Scotland from the 1940s to the 1980s Driver, Felix and Gilbert, David (eds) Imperial Cities: Landscape, Display and Identity de Haan, Leo and Blaikie, Piers (eds) Looking at Maps in the Dark Wilson, R.C.L., Drury, S.A. and Chapman, J.L. (eds) The Great Ice Age: Climate Change and Life Shoard, M. A Right to Roam: Should We Open Up Britain's Countryside? Fisher, Martin, Ghazanfar, Shahina and Spalton, Andrew (eds) The Natural History of Oman: A Festschrift for Michael Gallagher
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 | 0.000 |
| 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 | 0.000 |
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