The New Zealand Food Bill and Global Administrative Law: A Recipe for Democratic Engagement?
Bibliographic record
Abstract
Abstract The New Zealand Food Bill is being passed amidst stern criticism of its content and the influence of multi-national corporations and the Codex Alimentarius Commission, whose food-safety standards motivated the bill. These concerns illustrate the large democratic and legitimisation deficits in global governance. One response to these criticisms and concerns is global administrative law, which focuses on promoting administrative law tools to enhance accountability. However, an examination of the Food Bill reinforces two main critiques of global administrative law: that it excludes addressing substance of international law and brackets democracy. I argue the limited GAL approach cannot be justified and the significant gaps in its approach require that it engage with democracy. I analyse the possibilities of global administrative law to engage with (to acknowledge and adopt) two theories of global democracy - deliberative and cosmopolitan - using the Food Bill as a case study.
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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 | 0.015 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.072 |
| Scholarly communication | 0.020 | 0.016 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.010 | 0.010 |
| Insufficient payload (model declined to judge) | 0.014 | 0.001 |
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".