Complexity amidst Diversity: Exploring the Lives of LGBTQ International Teachers
Bibliographic record
Abstract
This paper analyzes findings from research with 23 lesbian, gay, bisexual, trans, and queer international educators and their experiences working in non-Western countries. This study documents the participants’ struggles, challenges, and triumphs of teaching overseas. In-depth interviews, as the data collection method, focus on changes made to thrive in the new country context and barriers to job success. The data reveals four key themes: (1) shifting identities in the new location; (2) belonging as a spectral concept; (3) work ethic as personal security; and (4) queer initiatives and student engagement. The authors introduce the notion of “belonging-scape” to suggest that while LGBTQ international educators faced a series of hetero/cisnormative borders, their sense of belonging to the workplace and to the community was in constant flux. Recommendations for educational administrators to ameliorate challenges unique to LGBTQ international teachers conclude the paper.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.021 | 0.021 |
| Scholarly communication | 0.013 | 0.007 |
| Open science | 0.002 | 0.014 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".