MétaCan
Menu
Back to cohort
Record W3162524758 · doi:10.26522/ssj.v15i3.2440

Protecting Cisnormative Private and Public Spheres: The Canadian Conservative Denunciation of Transgender Rights

2021· article· en· W3162524758 on OpenAlexaffvenueabout
Alexa DeGagne

Bibliographic record

VenueStudies in Social Justice · 2021
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsTransgenderState (computer science)Political scienceSafeguardingPublic sphereSociologyIdentity (music)LawPower (physics)Law and economicsCriminologyGender studiesPolitics

Abstract

fetched live from OpenAlex

The public sphere has been seen by conservatives as an arena for safeguarding private relations. Private power relations (in the family, religion, community and economy) could be threatened by newly recognized social groups that make claims on the state for justice and equality. Therefore, conservatives have been concerned about who can speak and exist in public and who can thereby make demands on the state. In the debates over transgender rights in Canada, social conservatives and neoliberal forces have merged in complex and impactful ways. Analyzing House of Commons and Senate debates and committee proceedings for Bill C-279 (2015) and Bill C-16 (2016–2017), I examine three conservative arguments that illustrate attempts to maintain private power relations and hierarchal gendered divisions by ensuring that transgender and gender nonconforming people are not allowed to exist, speak or make claims in public: first, the assertion that gender identity and gender expression are not definable identity categories for claims-making because transgender people are deceptive and can change their gender based on their feelings; second, the targeting of public facilities, and particularly public bathrooms, as sites of contention, danger and necessary gender segregation; and third, the attempt to delegitimize rights claims by criminalizing transgender people in relation to cisgender women and children.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.749
Threshold uncertainty score0.976

Codex and Gemma teacher scores by category

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

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 head0.168
GPT teacher head0.436
Teacher spread0.268 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations10
Published2021
Admission routes3
Has abstractyes

Explore more

Same venueStudies in Social JusticeSame topicLGBTQ Health, Identity, and PolicyFrench-language works237,207