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Record W7059647286

Book Reviews

2007· article· en· W7059647286 on OpenAlexaboutno aff

Bibliographic record

VenueAdelaide Research & Scholarship (AR&S) (University of Adelaide) · 2007
Typearticle
Languageen
FieldEnvironmental Science
TopicSoil Moisture and Remote Sensing
Canadian institutionsnot available
Fundersnot available
KeywordsCommissionImprisonmentUnemploymentLaw reformIndex (typography)Prison
DOInot available

Abstract

fetched live from OpenAlex

An index to Japanese law: A bibliography of western language materials 1867-1973 compiled by Rex Coleman and John Owen Haley; Introduction to Japanese law by Yosiyuki Noda, translated and edited by Anthony H. Angelo; Foreign enterprise in Japan, laws and policies by Dan Fenno Henderson; The Japanese legal system: introductory cases and materials edited by Hideo Tanaka assisted by Malcolm D.H. Smith; Village contracts in Tokugawa Japan: fifty specimens with english translations and comments by Dan Fenno Henderson, reviewed by T. B. Stephens. Debt recovery in Australia by David St. L. Kelly, reviewed by J. M. White. The legal point of view by Robert A. Samek, reviewed by I. M. Yeats. Studies on imprisonment by the Law Reform Commission of Canada; Community participation in sentencing by the Law Reform Commission of Canada, reviewed by David Biles. Commission of enquiry into land tenures: First report; Commission of enquiry into land tenures : Final report, reviewed M.L.W. Bowering. Unemployment insurance benefit: A study of administrative procedure in the unemployment insurance commission by P. Issalys and G. Watkins, reviewed by J. F. Keeler. Constitutional Law by Christopher Enright, reviewed by John Bradsen.

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)0.000
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: Review · Consensus signal: none
Teacher disagreement score0.419
Threshold uncertainty score0.829

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.008
Science and technology studies0.0010.001
Scholarly communication0.0050.003
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.4190.319

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 head0.058
GPT teacher head0.324
Teacher spread0.266 · 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
GenreReview

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
Published2007
Admission routes1
Has abstractyes

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