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Record W4379011823 · doi:10.1163/22116001-03701021

Legal, Ethical and Industry Issues and Developments regarding Maritime Autonomous Surface Ships

2023· article· en· W4379011823 on OpenAlex
Marel Katsivela

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueOcean Yearbook Online · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicLaw, logistics, and international trade
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsCrewEthical issuesWork (physics)AccountabilityBusinessMaritime industryLawPolitical scienceEngineering ethicsPublic relationsEngineeringInternational tradeAeronautics

Abstract

fetched live from OpenAlex

Abstract This article presents selected legal, industry, and ethical issues raised by autonomous vessels ( MASS ). The issues selected are deemed important on the basis of the work done at the International Maritime Organization level, literature and/or the practice of MASS . Such issues revolve around the defi-nition of a vessel, seaworthiness, the presence of a crew and master on board a vessel, the Polar Code and MASS (legal concerns) and the presence of smart ports (industry concerns). Another aspect of MASS discussed are the ethical concerns they raise, such as invasion of privacy, lack of trans-parency, non-discrimination, and accountability due to the technology they use. The issues treated are not exhaustive in number or content and are not specific to a geographical region. However, since they are of interest to Canada, Canadian laws and/or case law or initiatives are often touched upon. The objective is to give to the reader a glimpse into the highly diver-sified regulatory (legal and ethical) and industry issues raised by MASS and to make some suggestions about how to deal with them 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.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.491
Threshold uncertainty score0.536

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 head0.045
GPT teacher head0.285
Teacher spread0.241 · 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