Bibliographic record
Abstract
In Canada, men who have sex with men (MSM) are not able to donate blood until three months after their last sexual encounter in order to protect the national blood supply from HIV. This policy has been regarded as highly homophobic and prejudicial as it unjustly discriminates against a specific population. The context that first called for the Blood Ban some 40 years ago no longer exists. As such, in this paper, I determine and critically analyze the conditions that have allowed the Blood Ban to not only survive, but thrive in Canada. The first condition is Canada’s history of homophobia and stigma towards HIV/AIDS. The Blood Ban was first introduced when HIV/AIDS was thought to be exclusive to the MSM community. Homophobia allowed the world to wrongfully stigmatize MSM as disease-ridden and impure and thus further perpetuated MSM discrimination and the Blood ban. The second condition is fear of possible HIV transmissions to the general public. In Canadian Blood Services (CBS) history, there have been some instances of HIV transmission occurring via blood donation. As a way to mitigate any more scandals and calm public outrage, CBS has kept the outdated Blood Ban in place. The last condition is the delegitimization of citizenship for MSM who wish to be altruistic. Altruism allows individuals to be good citizens and should be considered a right. By denying MSM to donate blood, their right to be altruistic and thus act as a good citizen is taken away and their citizenship is infringed upon. These three conditions are nuanced and act independently and in cooperation with each other to perpetuate the existence, survival, and longevity of the Blood Ban.
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.
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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.026 | 0.029 |
| Scholarly communication | 0.013 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.006 | 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".