Bibliographic record
Abstract
"Black Writers? African, Bluesy, Classical, Disrespectful,  Erudite, Fiery, Groovy, Haunting, Inspiring, Jazzy, Knowing, Liberating, Militant, Nervy, Optimistic, Pugnacious, Quixotic, Rambunctious, Seductive, Truculent, Urgent, Vivacious, Wicked, X-ray sharp, Yearning, Zesty. And so, they matter!" —George Elliott Clarke An anthology of African-Canadian writing,  Black Writers Matter  offers a cross-section of established writers and newcomers to the literary world who tackle contemporary and pressing issues with beautiful, sometimes raw, prose. As editor Whitney French says in her introduction,  Black Writers Matter  “injects new meaning into the word diversity [and] harbours a sacredness and an everydayness that offers Black people dignity. ” An “invitation to read, share, and tell stories of Black narratives that are close to the bone,” this collection feels particular to the Black Canadian experience.
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.
How this classification was reachedexpand
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 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".