Sense of belonging of sexual minority students participating in work-integrated learning programs
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Purpose This study examined sexual minority status on perceived sense of belonging and compared sexual minority students and exclusively heterosexual students as a function of participating in work-integrated learning (WIL). Design/methodology/approach A cross-sectional, quantitative design was used with participants grouped by sexual minority status and participation in WIL. Findings Sexual minority students (WIL and non-WIL) reported lower sense of belonging than exclusively heterosexual students (in WIL and non-WIL). Sexual minority students in WIL also reported significantly weaker sense of belonging compared to non-WIL sexual minority students suggesting that WIL presents some barriers to establishing a strong sense of belonging for sexual minority students. Originality/value The findings provide evidence for developing programs to ensure all students are in a safe environment where they can develop and strengthen their sense of belonging regardless of minority status. This is important given that a sense of belonging impacts mental health and overall well-being.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it