Mediation: The Common Sense Solution to Solving the Myriad Choice of Law Issues in Complex Aviation Accident Cases
Bibliographic record
Abstract
Six minutes after Swissair First Officer Stefan Loew advised Canadian air traffic control authorities that Swissair Flight 111 had declared an emergency, that electric power had been lost and that the crew was attempting to prepare the cabin for an emergency landing by using flashlights, Swissair Flight 111, an MD-11 aircraft, plunged into the Atlantic Ocean some nine miles off the coast of Peggy's Cove, Nova Scotia, resulting in the death of 215 passengers and 14 crewmembers abroad the ill-fated flight.
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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 | 0.075 | 0.149 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.015 | 0.046 |
| Scholarly communication | 0.015 | 0.035 |
| Open science | 0.008 | 0.018 |
| Research integrity | 0.017 | 0.011 |
| Insufficient payload (model declined to judge) | 0.010 | 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".