Epistemic Injustice: Towards Uncovering Knowledge of Bisexual Realities in Social Work Research
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
Lesbian, gay, bisexual, transgender and queer (LGBTQ) individuals experience health risks, with bisexuals experiencing higher levels of health risk compared to heterosexuals, gays and lesbians. These disparities are often attributed to stressors related to minority status. While similarities among LGBTQ experiences exist, it is plausible that bisexuals experience unique forms of marginalization, which may help explain the documented health disparities. Bostwick and Hequembourg highlight unique forms of marginalization that bisexuals experience vis-a`-vis microagressions, falling within the realm of the epistemic. Fricker’s work on epistemic injustice emphasizes marginalization particularly as it is related to knowledge and experience. Drawing on this scholarship, this paper provides a review of existing literature on the bisexual experience, and a discussion to provide a critical lens on bisexual marginalization in society and the minimal attention received in social work research. Approaches to increase bisexual visibility and attention in social work research will be discussed. Some approaches include: developing a queer theoretical perspective in practice and research to allow for greater problematization of social categories; and making a concerted effort to promote research that is inclusive of minority populations within the sexual and gender minority population group. This might include groups with intersecting points of marginalization, such as racialized and gender diverse individuals.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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