Evolution of aircraft finance law : considerations of the UNIDROIT reform project relating to aircraft equipment.
Bibliographic record
Abstract
After more than ten years from its initiation by the Canadian delegation in 1988, the UNIDROIT's legal reform in the area of international security and leasing interests in mobile equipment reached its final stage of discussion at the international level. A Preliminary Draft UNIDROIT Convention on International Interests in Mobile Equipment (" Convention") and a Preliminary Draft Protocol on Matters Specific to Aircraft Equipment ("Protocol") present an evolution of the international security law and the aircraft finance law in particular. The "Convention", as applied through the "Protocol", particularly aims at economic benefits for the aviation industry, which has to cope with considerable financing difficulties due to the uncoordinated national security laws. This thesis addresses legal and economic issues behind the UNIDROIT proposal.
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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 | 0.012 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.009 | 0.012 |
| Scholarly communication | 0.018 | 0.008 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.020 | 0.013 |
| Insufficient payload (model declined to judge) | 0.006 | 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".