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The Wages of Relief: Cities and the Unemployed in Prairie Canada, 1929–39

2013· book· en· W4375827695 on OpenAlexaboutno aff
Eric Strikwerda

Bibliographic record

VenueAthabasca University Press eBooks · 2013
Typebook
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
FundersAustralian Government
KeywordsUnemploymentLabour economicsEconomicsGeographyDemographic economicsEconomic growth

Abstract

fetched live from OpenAlex

The Canadian Committee on Labour History is Canada's organization of historians and other scholars interested in the study of the lives and struggles of working people throughout Canada's past.Since 1976, the CCLH has published Labour / Le Travail, Canada's pre-eminent scholarly journal of labour studies.It also publishes books, now in conjunction with AU Press, that focus on the history of Canada's working people and their organizations.The emphasis in this series is on materials that are accessible to labour audiences as well as university audiences rather than simply on scholarly studies in the labour area.This includes documentary collections, oral histories, autobiographies, biographies, and provincial and local labour movement histories with a popular bent.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.115
Threshold uncertainty score0.837

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0410.008
Scholarly communication0.0060.001
Open science0.0030.005
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0050.000

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 head0.008
GPT teacher head0.173
Teacher spread0.165 · 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 designObservational
Domainnot available
GenreEmpirical

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

Citations5
Published2013
Admission routes1
Has abstractyes

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Same venueAthabasca University Press eBooksSame topicCanadian Identity and HistoryFrench-language works237,207