The 2003 Relaunch of Vancouver Magazine
Bibliographic record
Abstract
This project report examines the 2003 relaunch of Vancouver magazine. It provides an overview of the magazine’s 35-year history, as well as an analysis of its current state: editorial, advertising, circulation, readership and competition. The report also offers an inside account of the strategic planning that went into the relaunch, including: findings from a July 2002 competitive analysis of Toronto Life, Canada’s preeminent city magazine; highlights from a November 2002 Vancouver magazine subscriber survey; and a chronicle of various planning meetings, held within Transcontinental Media West, between July and December 2002. This report evaluates Vancouver magazine’s prospects for a successful relaunch within the framework of the two city magazine studies, each of which addresses the role and purpose of a city magazine. Questions and findings from those studies are then posed to three editors of Vancouver magazine (past and present), who offer an analysis of the city magazine research within the context of their specific experiences at the magazine. This project report serves as a case study of the magazine relaunch process, but it does not attempt to evaluate the success of this particular relaunch. It offers general lessons and observations for those interested in launching or relaunching a city magazine, and specific lessons and observations for those interested in the future of Vancouver magazine.
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.016 | 0.002 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 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".