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Record W6994254087

Book Reviews

2020· other· en· W6994254087 on OpenAlexaboutno aff

Bibliographic record

VenueHuman Biology · 2020
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsState (computer science)George (robot)Field (mathematics)ChinaEditorial boardAssociate editor
DOInot available

Abstract

fetched live from OpenAlex

Energy Expenditure Under Field Conditions. Edited by Jana Par- Izkova. 139 pp. Papers from an International Workshop held in Prague, April 6-8, 1981, Charles University, Prague, Czechoslo­vakia, 1983, Kcs. 16.50. (Reviewed by Michael A. Little, State University of New York) Growth, Fitness and Nutrition in Preschool Children. By Jana Par- izkova, A. Adamec, J. BerdychovA, J. Cermak, J. Hgrna and Z. Teply. 136 pp. Charles University, Prague, Czechoslovakia, 1984. Kcs. 17.00. (Reviewed by Michael A. Little, State University of New York) Physical Structure of Olympic Athletes. Part 11: Kinanthropometry of Olympic Athletes. Edited by J. E. L. Carter, vii + 245 pp. Volume 18, Medicine and Sport Science Series. Karger, Basel, 1984. $94.00. (Reviewed by Michael A. Little, State University of New York) Human Adaptation to Environment. Edited by Amitabha Basu and Barun Mukhopadhyay. v + 97 pp. Proceedings of a Symposium held at the Xlth International Congress of Anthropological and Eth­nological Sciencs, Vancouver, Canada, August 20-25, 1983, Indian Anthropological Society, Calcutta, 1985. Rs. 75. (Reviewed by Michael A. Little, State University of New York) Nonhuman Primate Models for Human Growth and Development. Edited by Elizabeth S. Watts, xi + 327 pp. Monographs in Primatology, Volume 6. Alan R. Liss, New York, 1985, $46.00. (Reviewed by Barry Bogin, The University of Michigan) Quantitative Genetics, Fart I. Explanation and Analysis of Continuous Variation. Edited by W. G. Hill, xi + 347 pp. Benchmark Papers in Genetics Series, Van Nostrand Reinhold, New York, 1984. $47.50. (Reviewed by L. B. Jorde, University of Utah School of Medicine) Quantitative Genetics, Fart II. Selection. Edited by W. G. Hill, xiii + 397 pp. Benchmark Papers in Genetics Series, Van Nostrand Re­inhold, New York, 1984. $49.50. (Reviewed by L. B. Jorde, University of Utah School of Medicine)

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: none
Teacher disagreement score0.481
Threshold uncertainty score0.741

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.004
Science and technology studies0.0010.001
Scholarly communication0.0050.003
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.4810.469

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 head0.085
GPT teacher head0.352
Teacher spread0.268 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreEditorial

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".

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Citations0
Published2020
Admission routes1
Has abstractyes

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