Review of Hill Collins, P., & Bilge, S. (2016), "Intersectionality"
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
Ready or not: intersectionality is sweeping across classrooms in largely student-led strokes. Luckily, Patricia Hill Collins and Sirma Bilge, women who’ve penned texts to the tune of critical inquiry and praxis for years, remind us what intersectionality means and how it emerges in their latest collaboration, Intersectionality. Their book highlights concerns with intersectionality’s institutionalization while simultaneously arguing that many colleges and universities have missed opportunities to connect with the ways students live intersectionally (through jobs, sports, care-roles, and so on) (47). Urging readers away from insincere “diversity” and “cultural competence” claims, they explain that readers with vested interested in education work in contexts where “some forms of diversity remain more desirable than others” and that taking intersectionality seriously means engaging in critical, collaborative, coalition-building work “with people who really are different” (174, 169).
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 | 0.004 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.004 |
| 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 | 0.000 |
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