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
Autumn Quarter will feature three lunchtime research colloquia to emphasize the importance of research to women's studies and provide a friendly critical forum for the exchange of ideas and information, Barbara Rigney of the Comparative Literature Division will open the academic year with "Erotic Literature by Women".This program will be on Friday, October 3, with the presentation beginning at 11:00 AM, and discussion lasting until 12:45 PM.Bring your own brown-bag lunch to the Hillel Foundation, 46 East 16th Avenue, and enjoy coff~e and a stimulating program.On Tuesday, October 21, Barb Matthews of the curriculum and Foundations faculty will speak on "The History of Women in Education."This program will run from 11:30 to 1:30 in the dining room of Saint Stephen's Church, 30 West Woodruff Avenue.Don't forget to bring your lunch, and we'll provide the coffee.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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