The Case for International Guidelines on Human Rights and Drug Control
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
Multilateral treaties on drug control predate the foundation of international human rights law by several decades. Over the last half-century, these two legal systems have exerted significant influence on state practice. Today, the impact of human rights norms can be seen in policy areas as disparate as warfare, terrorism, trade, intellectual property, the environment, and global health, while the three UN drug conventions influence domestic drug control policy and law in almost every country of the world. However, the two systems are in a position of tension. The human rights impacts of drug control are vast, spanning all regions of the world, engaging the full spectrum of civil, political, economic, social, and cultural rights, and affecting the health and welfare of people and communities, whether they have any involvement in the drug trade or not. International drug control law, meanwhile, has evolved largely absent any normative guidance that may be offered by human rights law. This commentary sets out a case for 'international guidelines on human rights and drug control', a project being spearheaded by the International Centre on Human Rights and Drug Policy and the UN Development Program in collaboration with the Canadian HIV/AIDS Legal Network and other NGO partners.
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 | 0.000 | 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 | 0.009 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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