The shoreline and morphological responses to storm event at Ras Al-Hekma sandy beaches
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
Considering the increasing frequency of storms in addition to the high economical value of potential investments in Ras Al-Hekma, Egypt, this study investigates the morphological responses of the coastline to extreme storm events. Numerical tools SWAN and XBeach models were applied to simulate storm waves and beach evolution respectively. The morphological model was calibrated against recent laboratory wave basin measurements. Results revealed that wave energy concentrates at the headland, causing significant erosion, while milder slopes in the embayment experience sediment accumulation. Quantitatively, the headland retreated by about 12 m, while the embayment advanced 25 m offshore. The study indicates substantial variations in sediment transport, with headlands facing erosion from cross-shore transports and embayments accumulating sediment due to southward alongshore currents. These findings emphasize the need for strategic coastal management to mitigate erosion and flooding risks and support sustainable development. This study provides significant insights for future infrastructure and development projects in the region.
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 | 0.000 |
| 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 it