MétaCan
Menu
Back to cohort
Record W4236487639 · doi:10.3138/9781442627499-fm

Frontmatter

2005· book-chapter· en· W4236487639 on OpenAlexaboutno aff
Ruth Frager, Carmela Patrias

Bibliographic record

VenueUniversity of Toronto Press eBooks · 2005
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

The years between 1870 and 1939 were a crucial period in the growth of industrial capitalism in Canada, as well as a time when many women joined the paid workforce.Yet despite their increasing participation in employment, women faced a difficult struggle in gaining fair remuneration for their work and access to better jobs.Discounted Labour analyses the historical roots of women's persistent inequality in the paid labour force.Ruth A. Frager and Carmela K. Patrias discuss how and why women became confined to low-wage jobs, why their work was deemed less valuable than men's work, why many women lacked training, job experience, and union membership, and under what circumstances women resisted their subordination.Distinctive earning discrepancies and employment patterns have always characterized women's place in the workforce whether they have been in low-status, unskilled jobs, or in higher-status positions.For this reason, Frager and Patrias focus not only on women wageearners but on women as salaried workers as well.They also analyse the divisions among women, examining how class and ethnic or racial differences have intersected with those of gender.Discounted Labour is an essential new work for anyone interested in the historical struggle for gender equality in Canada.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.147
Threshold uncertainty score0.210

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.8530.654

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 head0.193
Teacher spread0.177 · 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; the direct Gemma label and the distilled Codex classifier 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
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of Toronto Press eBooksSame topicCanadian Identity and HistoryFrench-language works237,207