Status and stigma: The history of Meadowview, Nova Scotia
Bibliographic record
Abstract
Meadowview, Nova Scotia was an unplanned working-class community composed primarily of the working-poor It developed on the edge of the Cornwallis River floodplain on the periphery of Kentville. From the start, it was a convenient path of least resistance and encroached upon by the development of a military base, a tuberculosis sanatorium, a series of open-pit dumps and a toxic county landfill. As a result, residents lived with an unequal amount of environmental risk in comparison to other local areas, particularly after it became a dumping ground for the county. Due to class division, an overall low socio-economic status, and the physical state of the community, Meadowview was perceived as a slum and notoriously known as a rough place full of impoverished bootleggers, criminals, and dump pickers. The resulting stigmatization, and the inadequate access to social institutions, economic opportunities and political processes, led to internal disempowerment that rendered residents unable to stop further dump sitings, or procure the resources to improve their living conditions. This had negative implications for residents' health and well-being and resulted in an "us" versus "them" scenario that pit the "haves" in nearby communities against the "have nots" in Meadowview In the latter twentieth century, this situation began to change as residents successfully advocated for, and accessed, improved community services and the closure of the landfill. This allowed them to overcome the widespread demoralization and shed much of the stigma that had plagued their community.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".