The politest form of racism: sexual and reproductive health and rights paradigm in Canada
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
The Canadian national identity is often understood as what it is not; American. Inundation with American history, news, and culture around race and racism imbues Canadians with a false impression of egalitarianism, resulting in a lack of critical national reflection. While this is true in instances, the cruel reality of inequity, injustice and racism is rampant within the Canadian sexual and reproductive health and rights realm. Indeed, the inequitable health outcomes for Black, Indigenous and people of color (BIPOC) are rooted in policy, research, health promotion and patient care. Built by colonial settlers, many of the systems currently in place have yet to embark on the necessary process of addressing the colonial, racist, and ableist structures perpetuating inequities in health outcomes. The mere fact that Canada sees itself as better than America in terms of race relations is an excuse to overlook its decades of racial and cultural discrimination against Indigenous and Black people. While this commentary may not be ground-breaking for BIPOC communities who have remained vocal about these issues at a grassroots level for decades, there exists a gap in the Canadian literature in exploring these difficult and often underlying dynamics of racism. In this commentary series, the authors aim to promote strategies addressing systemic racism and incorporating a reproductive justice framework in an attempt to reduce health inequities among Indigenous, Black and racialized communities in Canada.
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.001 |
| 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 it