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Record W6994254087

Book Reviews

2020· other· en· W6994254087 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient 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 score0.191
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.1980.259

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

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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