Broadening the Political Constituency of Tax Reform: The Visual Rhetoric of <i>Canadian Taxation</i>, 1979-81
Bibliographic record
Abstract
Published between 1979 and 1981, Canadian Taxation reflected an attempt by Neil Brooks and other tax scholars to democratize debates on taxation in Canada. Contributors drew on a critique of taxation that had emerged through the Royal Commission on Taxation (1962-67) and the controversial amendments to the Income Tax Act that followed. In its earliest issues, it used language, images, and design to popularize a left-wing understanding of Canada’s tax system as benefitting the rich. Over its three-year publication run, the magazine reverted to a more austere visual style and professional tone, effectively abandoning its early democratizing ambitions. This essay studies the visual rhetoric of Canadian Taxation as a historically important attempt to make tax debates resonate outside specialist circles, and as a model for a more generous scholarship that would use rhetoric to present taxation not as a technical field of expertise but as a key activity of modern democratic citizenship.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.030 | 0.028 |
| Scholarly communication | 0.014 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".