Electoral Parity or Protecting Minorities? Path Dependency and Consociational Districting in Nova Scotia
Bibliographic record
Abstract
Abstract: This article contributes to the study of electoral districting and minority group representation in Canada, Nova Scotia politics, and path dependency theory, through an analysis of electoral boundary commissions in Nova Scotia and relevant electoral boundaries jurisprudence. The concept of ‘protected ridings’ for historical minorities in Nova Scotia – specifically, Acadians and African Canadians – was introduced by the first provincial Electoral Boundaries Commission in 1992. This approach, referred to here as ‘consociational districting’, ran counter to the trend in electoral redistribution and apportionment exercises toward reducing the extent of population variance between electoral districts. When the continued application of this approach was rejected in 2012, its legality and validity were restored following a successful court challenge by the province’s Acadian federation. An analysis of this case study informed by historical institutionalism explores how path dependency has been a significant factor in the de facto constitutionalization of consociational representation for two historical minorities in Nova Scotia. In effect, history and institutions matter in the politics of redistricting, especially insofar as it concerns minority representation.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".