Bibliographic record
Abstract
Megaflooding on Earth and Mars, by Devon M. Burr, Paul A. Carling, and Victor R. Baker (eds.), ISBN 978-0-521-86851-5, Cambridge University Press, 2009, pp 319, US $140 (hardback) American and Tethyan Fold-Thrust Belts, by Dietrich Roeder, ISBN 978-3-443-11032-1, E. Schweizerbart, 2009, 168 pp., € $84.00 US $111.31 (hardback) Ancient Landscapes of the Colorado Plateau, by Ron Blakey and Wayne Ranney, ISBN 978-1934656037, Grand Canyon Association, 156 pp., US $23.07 (paperback) Beyond Smoke and Mirrors: Climate Change and Energy in the 21st Century, by Burton Richter, ISBN 978-0-521-74781-3, Cambridge University Press, 2010, 226 pp. US $29.99
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 | 0.001 | 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) | 0.003 | 0.021 |
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".