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Record W4409199604 · doi:10.54648/aila2025015

Bracing for Impact: The Montreal Convention 1999 a Quarter of a Century Later: An Insurance Perspective

2025· article· en· W4409199604 on OpenAlexaboutno aff
Philip Chrystal

Bibliographic record

VenueAir and Space Law · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Law and Aviation
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)Perspective (graphical)BracingConventionHistoryEconomic historyDemographyPolitical scienceLawEngineeringSociologyArtArchaeologyMechanical engineeringVisual arts

Abstract

fetched live from OpenAlex

The year 2024 marked the twenty-fifth anniversary since the Montreal Convention 1999 was drafted and opened for signature. The attempts to modernize the Warsaw Convention Regime have been largely successful. One aspect of the Convention that has received comparatively less attention has been its interaction with aviation insurers. From its inception, the Convention has earnestly attempted to ensure continuity with its predecessor and safeguard its stated objective of legal uniformity in determining that the liability of an airline to its passengers and shippers is maintained. This is an important objective for insurers as legal certainty in assessing such liability and particularly the determination of jurisdiction is prized by insurers as they analyse, rate the premium, and, in this article’s context, adjust claims in the aftermath of a loss. At the same time, the remarkable improvement in the operational safety of air travel has, from an insurer’s perspective, required consideration of a partial repurposing of the Convention’s value in addressing the handling and adjustment of the smaller, so-called every day, claims that airline and their insurers typically face. Together with the explosion in passenger numbers, heightened consumer awareness and a re-evaluation of the impact of mental health during the intervening twenty-five years, it is a repurposing that is necessary to ensure the Convention maintains its relevance in the future.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.668
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.006
GPT teacher head0.303
Teacher spread0.297 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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