Cruising in the Mediterranean: structural aspects and evolutionary trends
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
In recent years the Mediterranean has grown so markedly within the global cruise market that it now ranks second in the world. Demand growth rates are constantly positive. Supply is steadily growing; major world companies are deploying more vessels in the area; many passenger terminals and ports are undergoing infrastructural modernization. Overall, the entire Mediterranean cruise sector holds a far greater appeal than in the recent past. Vertical integration processes have played a major role in increasing the dynamism of the sector and in affecting the competition among ports. In this context, Barcelona and Civitavecchia have emerged as the top ranking ports. Continued growth in the Mediterranean market can be expected in the near future; the main challenges are continued terminal and service modernization, geopolitical stability, particularly in its central-eastern part, and effective marketing strategies integrating port activity with inland resources.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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