Smiths Falls in the World: A Study of Globalization in a Rural Canadian Town
Bibliographic record
Abstract
In early February, 2007, Hershey’s Chocolate Company announced its global supply-chain transformation plan to cut more than 1500 jobs from its Canadian and United States plants. Smiths Falls, the Chocolate Capital of Canada, lost its Hershey factory together with the closure of the Rideau Regional Centre, an institution for people with developmental disabilities. By the end of 2008, this Eastern Ontario town of roughly 9,000 people shed roughly 1700 jobs, constituting almost 40% of its active labour force (Sutton, 2009). Globalization, despite the confusion generated by the word, must be considered a core factor in the economic and social situation. Smiths Falls confronts these lay-offs from a position of economic and social strain already. The paper examines the broader changes in the world occurring through globalization and how the local society of Smiths Falls has adjusted in tandem. Such an analysis has likely been relevant to Smiths Falls since its inception; as a meeting point of transcontinental trade and a centre of manufacturing within an ever-expanding and more complex supply chain.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| 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".