Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Surnames and Genetic Structure. By Gabriel Ward Lasker. (With maps and diagrams prepared by C.G.N. Mascie-Taylor, A.J. Boyce, and G. Brush.) viii + 148 pp. Cambridge University Press, Cambridge, 1985. $24.95. (Reviewed by John M. McCullough, University of Utah) Sewall Wright and Evolutionary Biology. By William B. Provine, xvi + 545 pp. University of Chicago Press, Chicago, Illinois, 1986. $30.00. (Reviewed by J.N. Spuhler, University of New Mexico) Adaptational Biology. Molecules to Organisms. By C. Ladd Prosser, ix + 784 pp. John Wiley and Sons, New York, 1986. $49.50. (Reviewed by Michael B. Coughenour, Colorado State University) African Pygmies. Edited by L.L. Cavalli-Sforza. xxxiv + 461 pp. Academic Press, Orlando, 1986. $39.95. (Reviewed by Robert C. Bailey, University of California) Fitness of a Nation. Lessons from the Canada Fitness Study. By R.J. Shephard. 186 pp. Karger, Basel, 1986. $98.00. (Reviewed by Bertis B. Little, The University of Texas Health Science Center at Dallas) The Bronze Age Harappans. A Bio-Anthropological Study of the Skeletons Discovered at Harappa. By P.C. Dutta. xi + 157 pp. Anthropological Survey of India, Government of India, Calcutta, 1983. $12.50. (Reviewed by Kenneth A.R. Kennedy, Cornell University)
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.006 | 0.007 |
| Meta-epidemiology (broad) | 0.007 | 0.004 |
| Bibliometrics | 0.006 | 0.010 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.002 | 0.005 |
| Open science | 0.006 | 0.004 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.037 | 0.203 |
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 it