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
Abstract Gigi Gorgeous: This Is Everything (dir. Barbara Kopple, 2017) is a feature-length documentary following the life of Canadian YouTube video blogger Giselle “Gigi” Lazzarato—aka Gigi Gorgeous—currently distributed on the site's premium streaming feature, YouTube Red. As one of YouTube's most high-profile content producers and its most successful trans video blogger (“vlogger”), Lazzarato has thoroughly documented her life on-screen; however, she has largely avoided sharing details of her surgical procedures. This Is Everything takes a closer look at her rise to fame alongside the story of her gender transition, revealing how Lazzarato has carefully engineered the documentation of her surgeries to navigate the burgeoning marketplace of online celebrity. Following Jasbir K. Puar, this review argues that the film demonstrates an axiomatic case of “piecing” the transgender body that extends the temporality of surgical procedures, thus mapping the rehabilitation of transgender subjects into productive citizens of the neoliberal US economy.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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