Privileges and Immunities of Global Public-Private Partnerships: A Case study of the Global Fund to Fight AIDs, Tuberculosis and Malaria
Bibliographic record
Abstract
Abstract The question of whether it is at all appropriate to extend privileges and immunities regimes beyond international organizations to the increasingly ubiquitous global public-private partnership structure has received little attention to date in the scholarly literature. This article examines this question through a study of the Global Fund to Fight AIDS, Tuberculosis and Malaria, a permanent global public-private partnership that formally incorporates non-state actors as equal players in its core governance structures. The article concludes that considerations of genesis and administrative law-type analyses of institutional design may, to some extent, substitute for the constituent treaty of classical international law in order to identify which global public-private partnerships should benefit from privileges and immunities, as well as the specific privileges and immunities to be granted in each case to facilitate the effective fulfilment of these partnerships' mandates.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.013 | 0.016 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".