Political Representation of Visible Minorities at the Local Level: A Case Study
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
Visible minorities ? i.e., persons defined by the Government of Canada as those who are not Aboriginal, Caucasian in race, or white in color ? account for roughly 22% of Canada?s population. Yet this group continues to be underrepresented as political candidates and elected officials in many municipal councils across Canada. Assessing the state and quality of a nation?s democracy ought to consider the extent to which citizens are politically engaged. In an effort to understand the representational deficit of visible minorities at the municipal level, this study assesses the scope of visible minority representation in Winnipeg, Canada. The results demonstrate that although visible minorities are underrepresented at Winnipeg?s City Council, this group is currently better represented than at any point in council?s history. The findings are also consistent with what the literature unanimously reveals about incumbency ? it continues to be a strong predictor of electoral success in local elections.
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 | 0.000 | 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 it