Teaching while Black: racial dynamics, evaluations, and the role of White females in the Canadian academy in carrying the racism torch
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
For racialized academics, life in the academy can be marred by racial violence that leaves them caught between their commitment to their craft, desire for educational attainment and development, and the mental anguish that can dominate their existence. Drawing from experiences of the author and other Black faculty members in Canadian tertiary academic institutions, I provide a theoretical exposition recognizing the role of narratives as an act of counter-storytelling. I draw upon Black feminist epistemology, critical race theory, and critical theory to examine how the experiences of Black academics remain under-theorized, marginalized, and often erased within 'strong/angry Black woman/man' caricatures. I highlight how racial evaluation filters reinforce racism and affects the careers of Black academics. I also discuss the role that White women, who are charged with decision-making power, have come to play in carrying the 'racism torch' in the academy while adhering to the tropes of innocence.
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 | 0.009 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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