Beyond Helsinki: a vision for global health ethics
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 fifth revision of the 1964 Declaration of Helsinki, published in October 2000, sets out international standards for conducting medical research with human subjects.1 Revisions of this or any other research ethics code are unlikely to make research more ethical throughout the world, however, without some means of strengthening capacity to promote and implement such standards. Strengthened capacity in research ethics is needed in both developed and developing countries, though the need is particularly acute in developing countries. A recent Washington Post investigation into research in developing countries revealed “a booming, poorly regulated testing system that is dominated by private interests and that far too often betrays its promises to patients and consumers.”2 Research in developing countries was a flash point of the fifth revision of Helsinki because the declaration retains the requirement that new treatments should be tested against the “best current” treatment. Critics argue that this standard does not allow the testing of low cost, sustainable treatments, such as aspirin for coronary artery disease, which might yield substantial health improvements in developing countries but …
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 | 0.009 | 0.027 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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