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Record W4409699281 · doi:10.22215/cujs.v3i2.5099

Exploring Identity Through Two-Eyed Seeing: Insights into 2SLGBTQ+ Student Experiences at Carleton University

2025· article· en· W4409699281 on OpenAlexaff
Aanya Baindur, Rick Colbourne

Bibliographic record

VenueCarleton undergraduate journal of science. · 2025
Typearticle
Languageen
FieldPsychology
TopicInnovative Teaching and Learning Methods
Canadian institutionsCarleton University
Fundersnot available
KeywordsIdentity (music)SociologyPsychologyPedagogyArtAesthetics

Abstract

fetched live from OpenAlex

This research examines the experiences of 2SLGBTQ+ students at Carleton University, aiming to gauge their perceptions of institutional support for their diverse needs. The study is grounded in equity, diversity, and inclusion (EDI) qualitative research, focusing on the unique challenges faced by 2SLGBTQ+ students. It employs a methodology informed by Indigenous concepts of two-eyed seeing and positionality, alongside the eight principles of community-based participatory research. Through qualitative methods such as interactive interviews and focus groups, participants are treated as co-creators of knowledge, ensuring their voices remain central. Snowball and purposive sampling techniques are used to ensure diverse representation. Preliminary findings reveal significant challenges in accessing support services and navigating campus life for 2SLGBTQ+ students, compounded by intersecting social identities. Recommendations for policy improvements are anticipated outcomes. The analysis identifies intersectionality as a key determinant of university experiences, along with challenges in resource access and the prevalence of the gender binary. While the university is perceived as 2SLGBTQ+-friendly, this perception largely arises from community efforts rather than institutional support. The study emphasizes the need for greater inclusivity and support in university environments. In conclusion, it highlights the importance of understanding and addressing the diverse needs of 2SLGBTQ+ students and stresses the role of community initiatives and institutional policy in fostering inclusive campus environments.

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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.303
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0020.002
Scholarly communication0.0000.003
Open science0.0010.000
Research integrity0.0000.001
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 head0.098
GPT teacher head0.404
Teacher spread0.306 · 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 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

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