Reviews
Bibliographic record
Abstract
Focus on Remaining Oil and Gas Reserves, (Progress in Mining and Oilfield Chemistry, Volume 4), Edited by István Lakatos. ISBN 963-05-7996-0, Akadémiai Kiadó, 2002, 399 pp., $80. Geology of the American Southwest: A Journey Through Two Billion Years of Plate-Tectonic History, by W.S. Baldridge. ISBN 0-521-81639-4 (hardback), 0-521-01666-5 (paperback), Cambridge, 2004, 280 pp., $70 (hardback), $24 (paperback). Exploration of the Solar System by Infrared Remote Sensing, 2nd Edition, by R.A. Hanel, B.J. Conrath, D.E. Jennings, and R.E. Samuelson. ISBN 0-521-81897-4, Cambridge, 2003, 518 pp. $120. Time Series Analysis and Inverse Theory for Geophysicists, by David Gubbins. ISBN 0-521-52569-1, Cambridge, 2004, $50. Stereographic Projection Techniques for Geologists and Civil Engineers, second edition, by Richard J. Lisle and Peter R. Leyshon. ISBN Hardback 0-521-82890-2, Paperback 0-521-53582-4, Cambridge 2004, 112 pp., $35 (paperback). 3D Seismic Interpretation, by M. Bacon, R. Simm, and T. Redshaw. 0-521-79203-7, Cambridge, 2003, 212 pp., $120 Interpretation of Three-Dimensional Seismic Data — Sixth Edition. (AAPG Memoir 42 and SEG Investigations in Geophysics 9), by Alistair R. Brown. ISBN 0-89181-364-0, AAPG-SEG, 2004, 541 pp., $99 (nonmembers), $69 (members).
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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".