Science, Ideology, and Needle Exchange Programs
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
Needle exchange programs (NEPs) to prevent HIV transmission among injection drug users are accepted in many countries but remain at the center of heated debate in the United States. In 1997, the author published a study of injection drug users in Vancouver showing an explosive outbreak of HIV. An incidental finding was higher HIV rates among frequent attendees of the local NEP. While this was expected because NEPs attract users at highest risk, opponents of needle exchange applied an unsupportable causal interpretation to this finding. If frequent NEP attendees had higher HIV rates, so the interpretation went, NEPs must be responsible for promoting the spread of HIV. Despite the author's admonitions against this misinterpretation of the data, it was used as part of a successful campaign to oppose U.S. federal funding of needle exchange. Regrettably, biased or even misleading interpretations often occur in the volatile interface of imperfect science and ideological debate.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.042 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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