Finding Viola: the untrue, true story of a groundbreaking female African Nova Scotian entrepreneur
Bibliographic record
Abstract
Viola Desmond is now considered a forerunner in the civil rights movement in Canada. Lesser known is her role as a groundbreaking and successful African Nova Scotian entrepreneur. In this paper, the author pursues two objectives: (1) elevate the entrepreneurial accomplishments and lessons of Viola Desmond, and (2) explore a unique feminist approach to critical historiography, which fuses prowoman polemical writing, with fictocritical strategies and autoethnography. The research question guiding this study is: How can the application of a novel feminist approach help reveal an overlooked historical female figure who has been marginalized by a web of interlocking discourses? The paper makes three related contributions: (1) achieving recognition for Viola Desmond as an overlooked contributor to our understanding of female leadership in black entrepreneur; (2) promoting an understanding of her lost lessons and accomplishments; and (3) providing a plausible explanation for why Viola Desmond was omitted from the conceptualization of the field.
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 | 0.001 |
| Science and technology studies | 0.001 | 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 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".