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Record W4408812513 · doi:10.3390/socsci14040202

“I Came Because I Knew It Was Geared Towards Queer People”: A Queer and Trans Youth-Led Workshop on Sexuality Education

2025· article· en· W4408812513 on OpenAlexafffundabout
Moni Sadri, Vanessa Oliver

Bibliographic record

VenueSocial Sciences · 2025
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsWilfrid Laurier University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsQueerHuman sexualityGender studiesSociologySexuality educationAbleismHeteronormativityPsychologySex education

Abstract

fetched live from OpenAlex

This paper details how, in partnership with young people, community workshops centred on queer joy can offer queer and trans youth sexuality education (SE) that is relevant to their experiences, lived realities, and desires. In the data, young people discuss how tailored content, queer pedagogies, youth-centric approaches, and affirming spaces that are responsive to their questions might improve their sexuality knowledge as well as their mental health. A total of 22 youth participants from a mid-size Canadian city, the vast majority of whom identified as queer and/or trans, registered in a weekend workshop to evaluate SE video lessons created by educators enrolled in our partner organization’s sexuality education training program. Through this process, young people leaned on both their expertise and experience to critically reflect on the content and pedagogies employed by the educators. Additionally, 14 youth participated in post-workshop interviews where they continued these conversations and reflected on their SE experiences. In contrast to queer and trans young people’s more violent experiences in classrooms, public spaces, and political discourses, this community intervention workshop cultivated community, knowledge, power, and solidarity between and among youth participants. As they used and created memes to laugh in the face of structures and situations that attempt to erase their bodies and experiences, young people reached for a vision of sexuality education that not only includes them but centres on their desires and curiosities.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.776
Threshold uncertainty score0.988

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.071
GPT teacher head0.445
Teacher spread0.374 · 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 designObservational
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 routes3
Has abstractyes

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