Canada’s Feminist International Assistance Policy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Among the most significant and prominent commitments introduced under the Liberal government, however, is the Feminist International Assistance Policy – a policy document that elevates Prime Minister Trudeau’s personal narrative and values to the level of a bold national policy vision for improved international assistance. The specific rhetorical commitments to gender equality are a particularly prominent element in the framing of Canadian international values and virtue. An overarching feminist international policy also requires thoughtful consideration of all aspects of international policy, and needs to be comprehensive and coherent to avoid the hypocritical tensions that arise from a rhetoric of feminist values combined with anti-feminist practices in other policy domains. A prominent example is the often-referenced contradiction between Canada’s public stance on human rights and gender equality in Saudi Arabia and its ongoing arms sales to Saudi Arabia, used for what can only be understood as anti-feminist ends.
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.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 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 it