Reviews
Bibliographic record
Abstract
The dynamics of fluidized particles, by Roy Jackson. ISBN 0-521-78122-1. Cambridge, 2000. 339 pp. $69.95 The measurement of time: Time, frequency, and the atomic clock, by Claude Audoin and Bernard Guinot. ISBN 0-521-80080-30, Cambridge, 2001, 335 pp. $110 Tripping the ballerina, by Paul Ware. ISBN 0-7388-6754-3. Xlibris, 2001. 265 pp. $16. The Seismic Wavefield, Volume 1: Introduction and Theoretical Development, by Brian L. N. Kennett, ISBN 0 521 80945 2 (hardback) and ISBN 0 521 00663 (paperback), Cambridge, 370 pp., $100 (hardback), $35.95 (paperback). Mantle plumes and their record in earth history, K. C. Condie. ISBN 0-521-80604-6 (hardback), 0-521-01472-7 (paperback). Cambridge, 2001, 306 pp.,$110 (hardback), $39.95 (paperback) Seismic signatures and analysis of reflection data in anisotropic media, (Handbook of Geophysical Exploration 29) by Ilya Tsvankin. ISBN 0-08-043649-8. Pergamon Press (Elsevier Science), 2001. 454 pp. $156.50 Rock magnetism: Fundamentals and frontiers by David J. Dunlap and Ozden Ozdemir. ISBN Number: 0-512-00098-x, (paperback edition; hardcover published in 1997) Cambridge, 2001, 573 pp., $49.95 Numerical simulation of reactive flow, 2nd Edition, by Elaine S. Oran and Jay P. Boris. ISBN 0-521-58175-3 Cambridge, 2001, 529 pp. $90
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.460 | 0.399 |
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 source (direct Gemma or distilled Codex), 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".