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Record W4385365170 · doi:10.59962/9780774880725

Making the Case

2021· book· en· W4385365170 on OpenAlexaboutno aff
Donn Short, Bruce MacDougall, Paul Clarke

Bibliographic record

VenueUniversity of British Columbia Press eBooks · 2021
Typebook
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

A principal forbids same-sex prom dates. A community group tries to prohibit gender-neutral bathrooms. Despite growing acceptance of 2SLGBTQ+ rights, Canadian schools regularly become battlegrounds in clashes between students wishing to express their sexuality or gender identity and those who perceive this as a threat to their values. Making the Case clearly shows how Canadian law responds to “competing” human rights claims, when there is a clash between people asserting sexual minority rights and those asserting religious rights. The authors call on related court cases to explain the position of Canadian law. They demonstrate that Canadians have rights to religion and rights to gender expression or sexual orientation; and that supporting sexual minority rights does not undermine other people’s rights to religious freedom. This accessible book is an important tool for anyone working to create an inclusive school environment, or needing to respond to a rights-based conflict within their school.

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)0.005
metaresearch head score (Gemma)0.015
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: Empirical · Consensus signal: none
Teacher disagreement score0.096
Threshold uncertainty score0.322

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.015
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0220.012
Scholarly communication0.0130.009
Open science0.0020.009
Research integrity0.0230.026
Insufficient payload (model declined to judge)0.0960.024

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 head0.049
GPT teacher head0.281
Teacher spread0.232 · 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
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

Citations0
Published2021
Admission routes1
Has abstractyes

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Same venueUniversity of British Columbia Press eBooks→Same topicLGBTQ Health, Identity, and Policy→French-language works237,207→