Navigating uncertainty, employment and women’s safety during COVID‐19: Reflections of sexual assault resistance educators
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
COVID-19 affects women in ways unique to the impacts of structural inequalities related to gender, sexuality, disability, race and socioeconomic status. In this article, we reflect on our own experiences of the pandemic, as feminist students, workers and sexual assault resistance educators located in a Canadian post-secondary setting. Situating ourselves within feminist responses to sexual violence prevention, as facilitators of the Enhanced Assess, Acknowledge, and Act (EAAA) sexual assault resistance education programme for university women, we reflect on the impacts of the COVID-19 pandemic on our work as EAAA facilitators in our Canadian university. We explore the theoretical possibilities that critical disability theory and queer theory present to the EAAA programme, and argue that incorporating concepts from these frameworks will complement the goals of the EAAA programme and improve inclusivity of queer, trans and disabled participants. We conclude with a look into the future by anticipating the impacts of COVID-19 on our future work.
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 | 0.000 | 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 | 0.001 | 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