The Rogue Civil Airliner and International Human Rights Law: An Argument for a Proportionality of Effects Analysis within the Right to Life
Bibliographic record
Abstract
Summary Existing theoretical approaches to international human rights law governing the state’s duty to respect and ensure the right not to be arbitrarily deprived of life fail to provide a satisfactory analytical framework within which to consider the problem of a rogue civil airliner — a passenger-carrying civil aircraft under the effective control of one or more individuals who intend to use the aircraft itself as a weapon against persons or property on the surface. A more satisfactory approach is provided by the addition of a norm of proportionality of effects that is analogous to those that have been developed within the frameworks of international humanitarian law, moral philosophy, and modern constitutional rights law. This additional norm would apply only where there is an irreconcilable conflict between the state’s duties in respect of the right to life such that all of the courses of action available will result in innocent persons being deprived of life.
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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 | 0.016 | 0.020 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.003 | 0.048 |
| Scholarly communication | 0.009 | 0.015 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.005 | 0.011 |
| Insufficient payload (model declined to judge) | 0.008 | 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".