Bibliographic record
Abstract
The chapter offers a genealogy of the IODE, detailing the structure of the organisation and placing it in imperial context. It shows how the IODE's set-up has itself represented its vision for Anglo-Canadian identity, and Canada's place within the Empire. The IODE fitted very closely with the imperial propaganda clubs, a number of which were founded at the end of the nineteenth century in Canada and other parts of the Empire. These were conservative movements that sought to foster imperial patriotism. Furthermore, patriotic expression was the initial primary objective of the IODE. Formed during wartime, the IODE set out to bolster and support nation and Empire, and all work took place in a patriotic context that was concerned with citizenship. In this way, it differed from other charitable organisations that did not have patriotism as their primary concern. As an organisation of female imperialists, the IODE was situated between the mostly male patriotic clubs and the women's organisations.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.015 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".