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
Description: On Radio One, a campus-based station in Dunedin, New Zealand, there's a two-hour weekly show called "Too Fat for Our Pants." The host - Ana Martino, from Canada - offered a complex feminist analysis on a recent program. The gist of it is this: instead of re-claiming the word "slut" for feminism, let's reclaim the word "housewife"! Host(s): Ana Martino Featured Speakers/Guests: Ana Martino, host of Too Fat for Our Pants, on Radio One, Otago University, Dunedin, New Zealand. Credits: The content originally aired in the two-hour program Too Fat for Our Pants, on Radio One, Dunedin New Zealand. It was edited for WINGS by Kellia Ramares-Watson, in Berkeley, California. Series producer for WINGS, Frieda Werden.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.915 | 0.032 |
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