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Record W7094713086

Book Reviews

2020· other· W7094713086 on OpenAlexaboutno aff

Bibliographic record

VenueHuman Biology · 2020
Typeother
Language
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsState (computer science)PopulationCapeHuman scienceBiological sciences
DOInot available

Abstract

fetched live from OpenAlex

Human Evolution. Edited by M. H. Day. vii + 154 pp. Barnes and Noble Books, New York, 1973. $11.00. (Reviewed by C. Owen Lovejoy, Kent State University) Cranial Variation in Man—A Study by Multivariate Analysis of Patterns of Difference among Recent Human Populations. By W. W. Howells, ix + 259 pp. Papers of the Peabody Museum of Archae­ology and Ethnology, Harvard University, Vol. 67, 1973. (Reviewed by E. H. Ashton, Birmingham University) The Human Biology of Aborigines in Cape York. Ed. by R. L. Kirk. Australian Aboriginal Studies No. 44. ix + 109 pp. Australian Inst, of Aboriginal Stud., Canberra, 1973. (Reviewed by R. A. Littlewood, Washington State University) Biological Studies of Yemenite and Kurdish Jews in Israel and Other Groups in Southwest Asia. Parts I-XIII. Philosophical Transactions of the Royal Society of London, B. Biological Sciences, 266: 83-224, 1973. £5.25 ($12.60). (Reviewed by Ralph M. Garruto, National Institutes of Health) Population Dynamics. Edited by T. N. E. Greville. ix + 445 pp. Aca­demic Press, New York, $13.50. (Reviewed by D. F. Roberts, University of Newcastle upon Tyne) Mans Future Birhtright: Essays on Science and Humanity. By H. J. Muller, edited by E. A. Carlson, xxi + 164 pp. State University of New York Press, Albany, New York, 1973. $6.95 cloth, $3.95 paper. (Reviewed by Kenneth Morgan, University of Alberta) Genetic Structure of Populations. Edited by N. Morton. 313 pp. The University Press of Hawaii, Honolulu, 1974. $17.50. (Reviewed by Donald J. Nash, Colorado State 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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.375
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.7430.757

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.

Opus teacher head0.092
GPT teacher head0.353
Teacher spread0.261 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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