Abu Dhabi Coastal Sabkha Bioturbation and its Effect on the Geochemical Processes Governing Hardground Formation
Bibliographic record
Abstract
Key Messages: (1) Early diagenetic horizons (hardgrounds) are found locally in the middle-upper intertidal zone. Variability in the concentrations of elements and ions are more prominent in the middle-upper intertidal zone than in the lower intertidal zone. (2) Bioturbation by crustaceans in distal portions of the intertidal zone is capable of completely homogenizing substrates, consequently increasing permeability and allowing deeper solute diffusion. Mixing of the sediment potentially inhibits the formation of early diagenetic horizons. (3) Pore water chemistry and sediment geochemistry reveals that supratidal continental brines diffuse down ramp and add additional solutes to the intertidal zone which mixes with seawater.
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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 | 0.001 | 0.001 |
| 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".