Redressing the Past to Repair the Present: The Role of Property Law in Creating and Exacerbating Racial Disparities in Wealth and Poverty in Nova Scotia
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
For over 200 years African Nova Scotians have been fighting to confirm legal title to the land on which their ancestors were settled. In 2020, the Nova Scotia Supreme Court remarked “the lack of clear title and the segregated nature of their land triggered a cycle of poverty for black families that persisted for generations.” Nova Scotia has a long history of obscure land titles; however, the ensuing cycle of poverty appears to have disproportionately impacted African Nova Scotians. This thesis reframes the African Nova Scotian land titles discourse into a broader understanding about systemic anti-Black racism and White supremacist ideology embedded within the origins of property law in this province, revealing the land titles issue as merely the tip of the iceberg.
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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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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