Reviews
Bibliographic record
Abstract
Introduction to the Physics of the Earth's Interior (2nd edition) by Jean-Paul Poirier. ISBN 0-521-66392-X. Cambridge, 2000. 312 pp. $34.95 Numerical Models of Oceans and Oceanic Processes by Lakshmi Kantha and Carol Anne Clayson. ISBN 0-12-434068-7. Academic Press, 2000. 940 pp. $129.95 Interactive Drilling For Fastest Track Oilfield Development, edited by Jacqueline Lecourtier. ISBN 2-7198-0804-8. Editions Technip (Paris, 2001). 118 pp. $39. Interactive Drilling For Fastest Track Oilfield Development, edited by Jacqueline Lecourtier. ISBN 2-7198-0804-8. Editions Technip (Paris, 2001). 118 pp. $39. Geological Perspectives of Global Climate Change, edited by Lee C. Gerhard, William E. Harrison, and Bernold M. Hanson. ISBN 0-89181-054-4. AAPG, 2001, $49. Theory of Linear Poroelasticity with Applications to Geomechanics and Hydrogeology by Herbert F. Wang. ISBN 0-691-03746-9. (Princeton University Press, 2001). 276 pp. $65 (cloth), $40 (paperback). The Mysteries of Terra Firma: The Age and Evolution of the Earth by James Lawrence Powell. ISBN 0-684-87282-X. The Free Press (Simon & Schuster), 2001. 272 pp. $25.
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) | 0.004 | 0.012 |
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; both teacher heads agree on what is shown here.
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".