An integrated and sustainable observing system for the implementation of a Coastal Digital Twin of the Ocean
Bibliographic record
Abstract
The coastal zone provides opportunities for a variety of users which can affect the availability of space and the conservation of important habitats. Coastal zone also represents the area of both anthropic and natural inputs through rivers, which can be an important pressure due to the potential introduction of pollutants and the increasing flooding. Latium coast represents and important area for the presence of the Tiber river which affect a big portion of the region. Moreover, this area is an important site for big coastal infrastructures that potentially produce direct and indirect impacts on marine ecosystems, particularly Posidonia oceanica seagrass meadows, rocky and algal reefs. This work shows an integrated and advanced observing system, including autonomous platforms, cost-effective technologies and numerical modeling, applied to the study of the interaction between anthropic pressures and natural resources in order to realize a Digital Twin of the Ocean of this coastal area toward the implementation of nature based solutions.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".