White Male Privilege, Diversity-as-Deficit, and Tokenism in the North American University: Reflections on Netflix’s The Chair
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
Ji-Yoon, an Asian-American woman, is the newly appointed chair of the English department at Pembroke University, a lower-tier Ivy League school. Most of the department’s faculty are older and white and male, but do include a female white professor, Joan Hambling, clearly suffering from marginalization. There is also a young black faculty member named Yasmin McKay, whom Ji-Yoon wants to make the university’s first black tenured professor in the English department. Yaz, as they call her, has published in the top journals and is loved by her students, who flock to take her courses. There are other story dynamics dealing with issues of culture wars, the struggle of humanities in university settings dominated with 'professional' disciplines, and so forth. This review essay, going beyond a media review, offers additional reflections on the multiple ongoing tussles in work settings that go beyond just the university campuses.
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 | 0.004 |
| Science and technology studies | 0.002 | 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