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
This chapter discusses the employment of Pacific sailors in international shipping companies by focusing on the case of Kiribati. One and a quarter million merchant seafarers were supplied to international shipping in the year 2005, and more than half a million came from the Philippines, Indonesia, China, Turkey, and India. The Pacific Islands supplied only about 7,300 officers and ratings, but this number is of great economic significance for many small islands. Pacific islanders serve on overseas merchant ships that belong predominantly to American, British, German, and French companies. This chapter first considers seafarer selection, training, and crewing in Kiribati before analyzing the 100 crew lists of multinational ships, including twelve vessels with I-Kiribati officers. It then describes the life at sea of an I-Kiribati sailor and goes on to examine the seafarers' occupational safety and health, along with the difficulties they experience upon their return home from the sea. It also looks at maritime trade unions in Kiribati and concludes with an assessment of seafaring paradigm in Kiribati.
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 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 | 0.000 | 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 | 0.000 | 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) | 0.000 | 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