Bibliographic record
Abstract
Eleanor Collins is a Canadian jazz singer whose illustrious career has spanned nearly eight decades, resulting in two stand-alone Canadian Broadcasting Cooperation productions: The Eleanor Collins Show (1955) and Eleanor (1964). Despite being the first Black musician in North America to have ever hosted their own variety show and the first Black woman in Canadian history to have a television program bear her name, Collins has been largely obfuscated from historical narratives. In this paper, I trace Collins’s trajectory from the daughter of Oklahoman immigrants living in Depression-era Edmonton to a commercially successful Black Canadian musician in Vancouver, employed by an apparatus of the Canadian state. Collins’s distinct experience as the primary Black female musician working within the regional British Columbia jazz niche and how this impacted the course of her life, shapes the context for her civil rights activism and helps us situate politically impactful interventions and interruptions against anti-Black racism in Canada.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.016 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.028 | 0.006 |
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 source (direct Gemma or distilled Codex), 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".