Initial Surface Hydrology Characteristics of Icelandic, Drained, Patchy Wetlands
Bibliographic record
Abstract
Northern wetlands with a high organic content comprise a large portion of Earth’s wetlands. Icelandic inland wetlands are mostly fens that contain varying amounts of inorganic and organic material. The distinctive geology in Iceland affects wetland soils. It is populated with several glaciers and about 30 active volcanoes, fed by a mantle plume under the island, erupting on average every 4-5 years. Aeolian and tephra distribution from these volcanoes is deposited throughout the island, creating variable soil conditions with lower organic content nearer to volcanoes and major dust sources, such as large sandar. The primary region for this study is within the lowlands in southern and western Iceland, the largest area of topogenous fens here. Combining these geographic characteristics creates three wetland soil types, as defined by the Icelandic classification system: histosols, histic andisols, and gleyic andisols.
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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 | 0.001 | 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) | 0.002 | 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".