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Record W4411704922 · doi:10.1163/22116001-03901017

New Amendments to the Maritime Labour Convention, 2006: Linkages to Pandemic Lessons

2025· article· en· W4411704922 on OpenAlex
Desai Shan, Cory Ochs, Evan G. MacKenzie

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.

Bibliographic record

VenueOcean Yearbook Online · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMaritime Security and History
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsPandemicConventionPolitical scienceCoronavirus disease 2019 (COVID-19)BusinessLawMedicine

Abstract

fetched live from OpenAlex

Abstract for Scopus Indexing: COVID -19 pandemic public health restrictions degraded the labour and human rights of seafarers globally. Seafarers were denied medical care, repatriation, and leave. More than 400,000 seafarers were stranded at sea beyond the end of their contracts. Many studies evaluated the strengths and limitations of the Maritime Labour Convention, 2006 ( MLC , 2006) and criticized the violation of seafarers’ rights during the pandemic worldwide. However, few academic studies have interpreted the new MLC , 2006 amendments unveiled in 2022. To fill this research gap, this article examines to what extent the 2022 amendments of MLC , 2006 address maritime labour governance deficits revealed during the COVID -19 pandemic. Through an examination of the efforts made by representatives of seafarers, shipowners and governments at the Fourth Meeting of the Special Tripartite Committee of the Maritime Labour Convention, 2006 (2021–2022), we find that the 2022 amendments can enhance seafarers’ health and safety rights to personal protective equipment, free potable water, urgent medical care, prompt repatriation, and social connectivity. However, significant gaps remain, such as the lack of recognition of seafarers as key workers, and inadequate support for port-based welfare services. Robust collaboration and communication channels between flag, port, and labour-supplying States are still missing.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.378
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.022
GPT teacher head0.338
Teacher spread0.316 · 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