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Record W4385601314 · doi:10.59962/9780774829090-002

Acknowledgments

2015· book-chapter· en· W4385601314 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of British Columbia Press eBooks · 2015
Typebook-chapter
Languageen
FieldSocial Sciences
TopicAfrican Sexualities and LGBTQ+ Issues
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Th e idea for this book emerged in the summer of 2011, when Th e Lesbian and Gay Movement and the State (Ashgate) was published; I felt that it was necessary to explore the hypothesis that the LGBTQ (lesbian, gay, bisexual, transsexual, transgender, and queer) movement was not simply a victim of governments in Canada but that it resisted their attempts to box it in -and may even have had some infl uence on them.I discussed this idea with Miriam Smith, who not only considered it suffi ciently fertile to nourish a book project but also encouraged me to go ahead.For this I would like to express my heartfelt thanks: her confi dence in this project gave me the confi dence in my ability to bring it to fruition.I would like to extend my gratitude to everyone who agreed to join me in the adventure of producing this book.Th is was quite a gesture of faith as this book brings forth my second life's work: having been associated with the subject of women in politics for almost a quarter-century (life goes by so fast!),I was not a known quantity to my colleagues working on the subject of LGBTQ activism.Th e contributors to this project showed their trust in me by working with someone with no record in the fi eld -and this is not insignifi cant when one considers the overloaded schedule that every academic faces.What is more, they showed infi nite patience by always responding quickly and courteously to my many editorial queries.Finally, I would like to thank them for staying on board, for this book has been a long -but incredibly fascinating -journey.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient 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 score0.130
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.054
GPT teacher head0.248
Teacher spread0.193 · 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 teacher head, 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
Published2015
Admission routes1
Has abstractyes

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