Enforcing workers’ compensation rights for Chinese seafarers in human resource supply chains
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.
Bibliographic record
Abstract
Non-compliance with labour standards impedes enforcement of workers’ rights in human resource supply chains. Despite governments’ efforts to improve labour standards and encourage employer-centred voluntary compliance programmes, infringements of workers’ rights are widely reported. Using a qualitative socio-legal study of Chinese seafarers’ workers’ compensation rights, we investigate whether shipping companies and their crewing agencies comply with their legal obligations following workplace injuries and fatalities. Through 74 semi-structured interviews and analysis of crew management policies from 7 shipping companies, we identify a failure of most shipowners’ internal policies to comply with legal obligations. Furthermore, multinational shipping companies use crewing agencies to evade their liabilities to injured seafarers. We propose the establishment of a joint liability mechanism between employers and labour intermediaries to fill this compliance gap that exists in global human resource supply chains. JEL Codes: J81, J83, L91, M54, N75
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it