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Record W4385367562 · doi:10.59962/9780774865289-001

Preface and Acknowledgments

2021· book-chapter· en· W4385367562 on OpenAlexaboutno aff
Jacinthe Michaud

Bibliographic record

VenueUniversity of British Columbia Press eBooks · 2021
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsHistoryComputer science

Abstract

fetched live from OpenAlex

During the first phase of my research, I met and interviewed several feminist activists who built the women's health centres movement as well as other networks of women's service groups in Québec City, Montréal, and many other regions outside urban centres.Though the Regroupement des centres de santé des femmes du Québec has ceased to exist, some women's health centres continue to offer a range of services on health issues, including abortion services.Many feminists I met during field research offered me a place to stay and food to share.To them, I would like to reiterate my gratitude.Today, most of these feminists have shifted their careers in order to face other challenges, just as I am moving on with my research to explore new dimensions of feminism as a political movement.In Québec City, where I was a feminist activist before my doctoral years in Toronto, I became an active member of the socialist feminist journal Marie-Géographie.Parts of this book rely on moments from exchanges and debates that occurred among members of the collective when the journal's political activism interacted with the leftist politics in the city.

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)0.002
metaresearch head score (Gemma)0.011
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: Other · Consensus signal: Other
Teacher disagreement score0.816
Threshold uncertainty score0.616

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.002
Science and technology studies0.0040.001
Scholarly communication0.0040.003
Open science0.0020.002
Research integrity0.0010.004
Insufficient payload (model declined to judge)0.1840.082

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 head0.015
GPT teacher head0.180
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.

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

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Same venueUniversity of British Columbia Press eBooks→Same topicCanadian Identity and History→French-language works237,207→