Bibliographic record
Abstract
Les détroits de Malacca et de Singapour font partie de la route la plus courte entre l’Europe et l’Asie. Toute perturbation de la navigation a de graves conséquences sur le plan militaire et commercial. Une série d’enjeux est soulevée ici : quelles sont les menaces les plus importantes à la sécurité maritime et aux lignes de communication maritime ; quelles mesures ont été mises en oeuvre afin de protéger la sécurité maritime ; et quelles seraient les conséquences sur la navigation des pétroliers et le transport des conteneurs si l’accès aux détroits était restreint ou interdit ? Nous aborderons ces questions en analysant la sécurité maritime et la pollution par le pétrole, la piraterie et les vols à main armée, ainsi que les mesures adoptées par les États côtiers et utilisateurs à cet égard. Une évaluation du coût du recours à d’autres routes est aussi effectuée. Nous explorerons les différences entre la navigation des pétroliers et le transport des conteneurs afin de remettre en question la croyance populaire concernant les passages obligés.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".