Bibliographic record
Abstract
Halifax is very much a writer's city not only because it has long been one of Canada's major literary centres, but also because of the richness of its history and architecture, as well as the appeal of its strong sense of community and tradition. John Bell, Halifax: A Literary Portrait An editorial in the 9 August 2001 edition of The Coast , a “free newsweekly reporting on Halifax's cultural, artistic and political life,” took exception to a profile of the port city published in the National Post , one of Canada's leading daily newspapers. The Coast characterized the Post's portrait as a “disgrace,” protesting the paper's propagation of “the Halifax stereotype – pub-crawling, sou'wester-wearing, drunk-on-history Halifuckwits” ( The Coast : 7). Yet, another piece appearing in the very same issue of the National Post passed without comment. That article, written by a local business owner, portrayed the city in positively glowing terms. With its fabulous restaurants, family-friendly harbor, rich maritime heritage, and formidable cultural attractions, the author suggests that Halifax is one of the nation's most desirable and livable cities. The article concludes: “Our economy is booming, it's modern, diverse and dynamic and anchored by exciting offshore developments mixed with good old-fashioned Maritime pride and ingenuity. Prosperity is everywhere and realistic optimism is the order of the day” (Smith 2001). Presumably, the editors of The Coast found this portrait of Halifax neither offensive nor inaccurate.
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 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.046 | 0.006 |
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".