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
Disease and Urbanization. Edited by E. J. Clegg and J. P. Garlick, ix+ 171 pp. Symposia of the Society for the Study of Human Biology, Volume 20. Taylor & Francis Ltd, London, 1980. $22.25 (Cloth). (Reviewed by Linda M. Gerber, Cornell University) Cancer Among Black Populations. Edited by C. Mettlin and G. P. Murphy, xi + 271 pp. (Progress in Clinical and Biological Research, Volume 53) Alan R. Liss, Inc., New York 1981. $24.00 (Cloth). (Reviewed by Anthony B. Way, Texas Tech University) Principles and Practice of Human Physiology. Edited by O. G. Edholm and J. S. Weiner. 672 pp. New York, Academic Press 1981. $88.50. (Reviewed by Joel M. Hanna, University of Hawaii) Genealogical Demography. Edited by Bennett Dyke and Warren T. Morrill, xii + 255 pp. Academic Press, New York, 1980. $19.50 (Reviewed by Nancy Howell, University of Toronto) Demography of the Dobe !Kung. By Nancy Howell, xxii + 389 pp. Academic Press, New York, 1979. $24.50. (Reviewed by Peggy Holloway Fry, State University of New York) The Gifted and Non-Gifted. By Samuel Strauss. 192 pp. Saturn Press, Skokie, Illinois, 1981. $6.95 (paper). (Reviewed by Marcus S. Goldstein, Tel Aviv University) Vitality and Aging: Implications of the Rectangular Curve. By James F.Fries and Lawrence M. Crapo. xii + 172 pp. W. H. Freeman andCo., San Francisco, 1981. $15.95 (hardbound), $7.95 (paper). (Reviewed by Richard B. Mazess, University of Wisconsin) Aspects of Human Evolution. Edited by C. B. Stringer. 233 pp. Taylor and Francis Ltd., London, 1981. £14.00 (Reviewed by G. P. Rightmire, State University of New York) Hutnan Ecology in Savanna Environments. Edited by David R. Harris. xvii + 522 pp. Academic Press, London, 1980. $49.50. (Reviewed by Derek F. Roberts, The University of Newcastle Upon Tyne) Brief Reviews by Michael A. Little, State University of New York: New Guinea Tapeworms and Jewish Grandmothers: Tales of Parasites. By R. S. Desowitz. 224 pp. W. W. Norton and Co., New York, 1981. $12.95, hardcover. Medical Genetics: Principles and Practice, 2nd edition. By J. J. Nora andF. C. Fraser, xii + 540 pp. Lea and Febiger, Philadelphia, 1981. $42.50, hardcover. A Concordance to Darwins ORIGIN OF SPECIES, FIRST EDITION. Edited by P. H. Barrett, D. J. Weinshank, T. T. Gottleber. xviii + 834 pp. Cornell University Press, Ithaca, 1981. $38.50, hardcover. The Perception of Evolution: Essays Honoring Joseph B. Birdsell, with Reminiscences by Norman B. Tindale. Edited by L. L. Mai, E. Shanklin and R. W. Sussman. viii + 273 pp. Anthropology UCLA, Vol. 7 (1 & 2), University of California, Los Angeles, 1981. $10.00, paper.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.020 | 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 it