MétaCan
Menu
Back to cohort
Record W7094615024

Book Reviews

2021· other· W7094615024 on OpenAlexaboutno aff

Bibliographic record

VenueHuman Biology · 2021
Typeother
Language
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsFoundation (evidence)State (computer science)
DOInot available

Abstract

fetched live from OpenAlex

Physiological and Behavioral Temperature Regulation. Contributions to the First International Symposium on Temperature Regulation, 1968, held at the John B. Pierce Foundation Laboratory and Yale University School of Medicine, New Haven, Connecticut. Edited by James D. Hardy, A. Pharo Gagge and Jan A. J. Stolwijk. xxiv + 944 pp. Charles C. Thomas, Springfield, Illinois. 1970. $75.00 (Reviewed by Michael A. Little, State University of New York) Les Beclik (Sénégal Oriental). Barrières Culturelles et Héterogénéité Biologique. By Jacques Gomila. xiv + 273 pp. Les Presses derUniversite de Montréal, Montreal, 1971. (Reviewed by Francisco M. Salzano, Universidade Federal do Rio Grande do Sul) Secular Changes of Growth—1964-1966 Height and Weight Surveys in the Netherlands in Historical Perspective. By J. C. van Wieringen. 193 pp. Netherlands Institute for Preventive Medicine TNO. Lei­den. 1972. (Reviewed by A. F. Roche, Fels Research Institute) Downs Anomaly. By Penrose, L. S. and G. F. Smith, vii + 218 pp., 80 Figures, 78 Tables. Bibliography, Index. Williams and Wilkins, Baltimore. 1966 ($8.75) (Reviewed by W. M. Krogman, Lancaster, Pa.)

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: none
Teacher disagreement score0.559
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
Bibliometrics0.0010.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.9040.345

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 head0.100
GPT teacher head0.374
Teacher spread0.275 · 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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueHuman BiologyFrench-language works237,207