Bibliographic record
Abstract
Coevolution: Genes, Culture, and Human Diversity, by William H. Durham. Stanford, CA: Stanford University Press, 1991. 629 pp. $65. (Reviewed by Stepehn Molnar, Washington University) Primate Politics, edited by Glendon Schubert and Roger D. Masters. Carbondale and Edwardsville, IL: Southern Illinois University Press, 1991. 296 pp. $40.00 (cloth). (Reviewed by Ben G. Blount, University of Georgia) The Aquatic Ape: Fact or Fiction? edited by Machteld Roede, Jan Wind, John M. Patrick, and Vemon Reynolds. London, England: Souvenir Press, 1991. 369 pp. $31.00. (Reviewed by Colin P. Groves) The Children o f Atomic Bomb Survivors, edited by J.V. Neel and W .J. Schull. Washington, DC: National Academy Press, 1991. 518 pp. $29.95 (paper), $49.95 (hardbound). (Reviewed by Kenneth M. Weiss, Pennsylvania State University) Protein Architecture: A Practical Approach, by A.M. Lesk. New York: IRL Press, 1991. 287 pp. $65 (cloth), $45 (paper). (Reviewed by David M. Irwin, University of Toronto) Biology and Medicine into the 21st Century, edited by M.A. Harding and R.K.H. Kinne. Issues in Biomedicine, Monographs in Interdisciplinary Topics 15. Basel, Switzerland: Karger, 1991. 200 pp. $180. (Reviewed by Rosalind M. Harding, John Radcliffe Hospital) Molecular Mechanisms fo r Sensory Signals, by Edward M. Kosower. Princeton, NJ: Princeton University Press, 1991. 438 pp. $79.50 (cloth). (Reviewed by William E. Winter, University of Florida) Taphonomy: Releasing the Data Locked in the Fossil Record, edited by Peter A. Allison and Derek E.G. Briggs. Topics in Geobiology 9. New York: Plenum Press, 1991. 546 pp. $95.00. (Reviewed by M.S. Micozzi)
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.006 | 0.007 |
| Meta-epidemiology (broad) | 0.007 | 0.003 |
| Bibliometrics | 0.009 | 0.007 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.002 | 0.004 |
| Open science | 0.006 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.034 | 0.253 |
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".