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Record W7062751316

“We’re Here, We’re Queer, and We’re Not Going Away” Student Policies and LGBTQ+ Students’ Experiences on Canadian Christian Campuses

2025· article· en· W7062751316 on OpenAlexaboutno aff

Bibliographic record

VenueScholars Commons (Wilfrid Laurier University) · 2025
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)VisibilityDiscourse analysisIdentity (music)Public policy
DOInot available

Abstract

fetched live from OpenAlex

Research highlights that Christian campuses are often unwelcoming and hostile spaces for lesbian, gay, bisexual, transgender, queer, and other gender and sexually diverse (LGBTQ+) students. Yet, research, including emerging Canadian research, often overlooks how institutional policies shape LGBTQ+ students’ experiences. Further, little attention is given to the affirming experiences LGBTQ+ students encounter on Christian campuses. Through a collective case study of two Canadian Christian universities involving document analysis and interviews, I explored the discourses that school policies constructed concerning gender and sexuality, LGBTQ+ students’ experiences of exclusion and affirmation, and how policy, alongside other factors, shapes their experiences and well-being. As well, I examined ways in which students’ identities were affirmed and their resilience. Findings show that while anti-LGBTQ+ policies contribute to discrimination and the gradual erosion of students’ wellbeing, students find meaningful instances of affirmation internally and from faculty, staff, and peers. The findings bring visibility to LGBTQ+ students’ experiences and highlight the importance of school community members affirming students’ LGBTQ+ identities in the context of exclusion.

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)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.198
Threshold uncertainty score0.399

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0430.025
Scholarly communication0.0090.003
Open science0.0010.006
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0060.001

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 head0.270
Teacher spread0.256 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueScholars Commons (Wilfrid Laurier University)→Same topicMagnetic confinement fusion research→French-language works237,207→