Development of Mexico’s Newest Container Terminal
Bibliographic record
Abstract
The Tuxpan Marine Terminal, a greenfield facility currently nearing completion in Mexico, is not only to be the country’s newest container terminal, but situated approximately 350 kilometers from Mexico City, is poised to become the principal port for the capital’s containerized cargo. This paper discusses the structural, geotechnical, and environmental solutions that were implemented throughout the design and construction of a state-of-the-art automated container terminal on a challenging site. Ground improvement included surcharge and wick drains and soil-cement deep mixing methods. The yard, which is constrained by environmental preserve areas, was developed for a unique grade-supported automated stacking crane system. The project also includes deepening of the existing navigation channel for post-Panamax service, as well as 1.2 kilometers of channel extension, and a new 500-meter-diameter turning basin. Planning for the project began in 2005 with the start of construction in 2013. The facility will be fully operational by late 2016.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".