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Record W2018320390 · doi:10.1525/phr.2008.77.3.496

Review: <i>Capital and Labour in the British Columbia Forest Industry, 1934–74</i>, by Gordon Hak

2008· article· en· W2018320390 on OpenAlexaffabout
Andrew Yarmie

Bibliographic record

VenuePacific Historical Review · 2008
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsThompson Rivers University
Fundersnot available
KeywordsIconCitationDownloadCapital (architecture)Columbia universityHistoryLibrary scienceArt historyMedia studiesWorld Wide WebArchaeologySociologyComputer science

Abstract

fetched live from OpenAlex

Book Review| August 01 2008 Review: Capital and Labour in the British Columbia Forest Industry, 1934–74, by Gordon Hak Capital and Labour in the British Columbia Forest Industry, 1934–74. By Gordon Hak. (Vancouver, University of British Columbia Press, 2007. xiv + 258 pp. $85 cloth, $29.95 paper) Andrew Yarmie Andrew Yarmie Thompson Rivers University Search for other works by this author on: This Site PubMed Google Scholar Pacific Historical Review (2008) 77 (3): 496–498. https://doi.org/10.1525/phr.2008.77.3.496 Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Peer Review Share Icon Share Facebook Twitter LinkedIn Email Tools Icon Tools Get Permissions Cite Icon Cite Search Site Citation Andrew Yarmie; Review: Capital and Labour in the British Columbia Forest Industry, 1934–74, by Gordon Hak. Pacific Historical Review 1 August 2008; 77 (3): 496–498. doi: https://doi.org/10.1525/phr.2008.77.3.496 Download citation file: Ris (Zotero) Reference Manager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentPacific Historical Review Search © 2008 by the Regents of the University of California2008 Article PDF first page preview Close Modal You do not currently have access to this content.

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)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.900
Threshold uncertainty score0.198

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0050.010
Science and technology studies0.0010.002
Scholarly communication0.0040.003
Open science0.0020.001
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0270.014

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 head0.016
GPT teacher head0.232
Teacher spread0.216 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2008
Admission routes2
Has abstractyes

Explore more

Same venuePacific Historical ReviewSame topicCanadian Identity and HistoryFrench-language works237,207