Unsung Heroes: Gay Physicians’ Lived Journeys during the HIV/AIDS Pandemic - Addendum
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 HIV/AIDS pandemic was a major crisis at the end of the 20th century. A defining moment in the history of health-related infections. It led to the transformation of its proponents, as well as their medical practice. This paper is an addendum to a research paper previously published in SAGE Open in 2019. The previously published paper used data from a study conducted by Jacob, in 2012. The data was gathered using semi-structured interviews with six Canadian gay physicians from different Canadian HIV/AIDS treatment centres. The study aimed to answer the following research question: What are the lived journeys of gay physicians while attempting to treat, care for, and cure/heal their HIV/AIDS patients during the pandemic, from 1981 to 2009? The results deduced from a qualitative and interpretive data analysis, as well as a literature review for the published research paper, suggest that through reflection on their experiences during the HIV/AIDS pandemic, they transformed their personal and professional identities, and rethought their relationship with their patients, as well as their professional, pharmaceutical, and community networks. The addendum, using unpublished information from the study and additional information from a literature review of material published by other proponents after the publication of the paper, aims to substantiate the testimonies of six Canadian gay physicians who fought against the HIV/AIDS pandemic and who advocated for their HIV/AIDS patients. In fact, these results are evidence of an untold and valuable period in medical history. For some, it will serve as a reminder. For others, it will be novel and even foreign. It was a time marked by a major crisis that mobilized gay physicians who were personally and professionally affected by their HIV/AIDS patients, and who were forever transformed by their response to the pandemic.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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