Wicked Bodies: A Health and Well-Being Toolkit Addressing Eating Disorders Within LGBTQIA2S+ Communities
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
Wicked Bodies is a toolkit for addressing eating disorder in LGBTQIA2S+ (lesbian, gay, bisexual, transgender, queer, intersex, asexual, Two-Spirit, and other sexual and gender minority) communities, an increasing prevalent issue that can have serious consequences on the health and well-being for LGBTQIA2S+ people. The toolkit consists of a series of short films and a discussion guidebook that provide a template that can be used for engaging with LGBTQIA2S+ youth through a lens of compassion and cultural humility. Wicked Bodies does this by presenting the lived experiences of a diverse range of LGBTQIA2S+ individuals navigating sociocultural pressures, gender expectations, and peer-based ideals around body weight and shape. Feedback from three screening events revealed that Wicked Bodies has the potential to be transformative as a health promotion initiative.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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