Dreaming of "the perfect city" : the Halifax Civic Improvement League, 1905-1949
Bibliographic record
Abstract
Research concerning Canadian urban reform in the early 20th century has generally neglected to include the activities in the City of Halifax. While cities such as Toronto, Montreal and Winnipeg were thought to have been the centres of urban reform, Halifax, in fact, also provided a valuable contribution to the debate. From 1905, the Halifax Civic Improvement League worked to raise public awareness of the city's problems and propose solutions. Working from the premise that the "environment influences behavior," the middle class membership of the League sought to implement various beautification schemes and gradually broadened their scope to advocate for town planning and municipal reform. Although interest in urban reform waned during the Great War, the Civic Improvement League resurfaced in the mid-1930s on a wave of "New Deal" optimism and increased efforts at promoting tourism. Aiming for "a Perfect City" to celebrate Halifax's 200 th birthday in 1949, the League nevertheless failed to meet such an objective as class biases and war ultimately undermined such efforts.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.031 | 0.009 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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".