Evaluating the Mechanisms of Coastal Circulation and Their Responses to Climate Change
Bibliographic record
Abstract
Coastal circulation is driven by factors such as wind, tides, and thermohaline gradients, and is significantly influenced by coastal topography, adding to its complexity. This study systematically evaluates the mechanisms of coastal circulation and their responses to climate change, emphasizing the crucial role of these processes in understanding ocean dynamics and predicting future changes. By examining case studies from various regions, the study discusses the regional variations in coastal circulation and the effectiveness of current models in predicting these changes. Innovations in technology and methodology, such as improvements in modeling techniques and advances in observational technologies, provide new perspectives and tools for researching coastal circulation. Integrating these detailed data into advanced numerical models helps to more accurately predict the performance of coastal circulation under the impacts of climate change, especially in terms of changes in wind patterns, sea level rise, and changes in ocean temperature and salinity. This study also identifies challenges and knowledge gaps in the research, and proposes future research directions to better prepare for and mitigate the impacts of climate change on these critical systems.
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 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 | 0.003 | 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".