The shaping of a new order in the west : the influence of Winnipeg's agricultural and industrial exhibitions, 1870-1915
Bibliographic record
Abstract
Exhibitions embody notions of power, culture, and history. The study of exhibitions from 1870 to 1915 in Winnipeg shows how a middle-class agenda dominated these events. In an era of profound change, exhibition advocates sought to coax stability through popular assent. The study attempts to explain how exhibitions, as a mechanism of order, were inherently contradictory. Hegemonic elements, which sought to impress the desirability of system and harmony, simultaneously attempted to break down established habits, values, and expectations and replace them with new ones. The exhibition began as an idea that reflected the social thinking of the day and as a model that provoked action. It was the Victorian state of mind that attributed political, economic, and cultural importance to exhibitions and weighed them down with ideological and historical burdens. As a consequence, the study of the purposes of exhibition seeks to clarify the limited identity we are left with today.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.018 | 0.011 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".