Nine years and counting : the Canadian magazine industry faces the Internet
Bibliographic record
Abstract
This project report discusses the status and relative importance of web properties toCanadian magazines nine years after the first magazine website appeared in the industry.\nThe report starts by describing, in overview, the history of the impact of other media on magazines, including film, radio, television and the Internet. Canadian magazine publishers' attitudes towards their web properties is then detailed, from the early days of online magazines in 1994 to the present. Topics discussed include the trend toward integrating print and web functions, the editorial content of the magazines' websites, measures of success used for the web and current attitudes toward the Internet as a competitive medium.\nWestern Living and Vancouver magazines are examined as case studies. web plans were designed for each magazine as a means of applying the information gathered in this project report, and illustrating the demands of a publisher in regards to his/her web property. The report concludes with a discussion of the status of magazine publishers and their web properties in 2003.\n 
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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 | 0.001 |
| 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".