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
For better or worse, Barbie (2023) was part of a summer blockbuster phenonemon. Much of the fanfare around the film included conersations about feminism, ‘girlhood’ and whether or not the film was reductive in terms of upholding an iconic yet often criticised doll. This article attempts to wade through that noise by focusing on my own experience of the film as a genderqueer feminist academic. Blending personal reflection with queer theory and feminist critique, I unpack the use of the gender binary in Barbie Land and the implications, if any, for viewers and the overall ‘feminist’ positioning of the film (and whether or not that matters). In particular, I focus on Jack Halberstam's concept of gender failure and what that failure looks like in the idyllic world of Barbie. Following my own feminist epistemological commitments, this article makes use of academic as well as non-academic texts, in addition to blogs and other pop culture sources. Ultimately, this article considers the role of whiteness in the acceptance of the non-normative characters in Barbie – particulalry Weird Barbie – and why it is essential for white queers to remember that their experiences are not the queer experience.
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 | 0.000 |
| 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) | 0.001 | 0.001 |
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