Bibliographic record
Abstract
IRELAND—ITS PHYSICAL, HISTORICAL, SOCIAL AND ECONOMIC GEOGRAPHY. By T. W. Freeman. Methuen, 1950. 536 pp., with 8 Plates, 2 Folders and 96 Text Maps. 32/6.DAS ARKTISCHE JAHR. By Gottfried Weiss. Georg Westermann, Berlin, 1949. 164 pages, 78 illustrations,THE POPULATION OF IRELAND, 1750–1845. By K. H. Connell. Oxford, Clarendon Press, 1950. 293 pp. 18s.THE ISLANDMAN. By Tomas O Crohan, translated from the Irish by Robin Flower. Clarendon Press, 1951. 245 xiv pp. with 8 plates and a mpa. 12/6.MICHELIN GUIDE, FRANCE, 1950. Service de Tourisme, Michelin, 97 Bould. Pereire, Paris, 17. 17/6.THE STUDY OF GEOGRAPHY. By J. M. Mogey. 164 pp. Home University Library of Modern Knowledge, Oxford University Press, London, 1950.HERDSMEN AND HERMITS. By T. C. Lethbridge. 146 xix pp. Illustrated. Bowes and Bowes, Cambridge, 1950. 10/6 net.
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.
How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".