Tidal and seasonal controls on the morphodynamics of macrotidal Sukmo Channel in Gyeonggi Bay, west coast of Korea - implication to the architectural development of inclined heterolithic stratification
Bibliographic record
Abstract
Summary This study documents the occurrence of inclined heterolithic stratification (IHS) in the macrotidal Sukmo Channel, west coast of Korea. Facies architecture of IHS in the Sukmo Channel seems to be complicated by both tides and seasonal controls (waves and heavy rainfall). The former seems to determine the effectiveness of erosional processes and the locus of erosion, whereas the latter is responsible for the generation of erosional features such as scarps and rill channels. Channel bank morphology exhibits seasonal variation with summertime erosion followed by wintertime deposition. The climate-driven erosional processes result in the spatial heterogeneity in textural composition as well as the discontinuity of stratification within the intertidal portion of the channel bank. This study highlights the significance of the processes for the realistic characterization of IHS-bearing reservoirs such as Canadian Oil Sands.
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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 | 0.000 | 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) | 0.001 | 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 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".