The Task of the HIV Translator: Transforming Global AIDS Knowledge in an Awareness Workshop
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 globalization of standardized knowledge about HIV and AIDS depends in part on local AIDS awareness educators who receive training from national and international organizations and then, ideally, disseminate what they have learned. In this article I analyze textual and observational data from a five-day introductory AIDS awareness workshop in rural Papua New Guinea. Although the instructor adhered to the handbook provided by the National AIDS Council for much of the information, she departed from it significantly when informing participants about the "root causes" of HIV's spread and in giving them advice about prevention. I explicate where her extratextual knowledge came from as well as its overall message to target audiences. I suggest that textual silences in AIDS awareness handbooks can motivate local HIV translators to embark on a kind of semiosis-the ongoing production of new, hybrid knowledge about HIV.
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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 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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