Book reviews
Bibliographic record
Abstract
Stuart M. Kaye. International Fisheries Management. Kluwer Law International, The Hague, Netherlands, 2001. 606 pp. (hard cover). $172.00 Rosalee Love. Reefscape, Joseph Henry Press, Washington D.C., 2001. 264 pp. (hard cover). $24.95 Olav Schram Stokke (ed.), Governing High Seas Fisheries: The Interplay of Global and Regional Regimes, Oxford University Press, New York, 2001. 365 pp. (hard cover). $95.00 Norman J. Vig and Michael E. Kraft (eds.). Environmental Policy: New Directions for the Twenty‐First Century. 4th ed. Congressional Quarterly Press, Washington D.C., 2000. 416 pp. (paperback). $39.95 Joseph Franke and Teresa M. Telecky. Reptiles as Pets: An Examination of the Trade in Live Reptiles in the United States. The Humane Society of the United States, Washington D.C. 2001. 146 pp. (paperback). $10
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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.019 | 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; 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".