Potential ecohydrological controls on peat degradation and vegetation pattern change in a kettle-hole bog
Bibliographic record
Abstract
Over the last 200 years land-use change in southern Ontario, Canada, has reduced wetland area and altered peatland vegetation. More recent threats to wetlands include enhanced nutrient loading from agricultural areas, which may have a profound impact on bog vegetation and carbon dynamics-potentially leading to peat degradation. We examined vegetation pattern change (1964-1999) and contemporary carbon dioxide exchange in a kettle-hole bog in an agricultural landscape undergoing a shift to crops with nonpoint source nutrient loading. Many of the zones of bog vegetation change (loss in Sphagnum sp. and Chamaedaphne calyculata and increase in Carex spp. and Thelypteris palustris) occurred near the lagg in zones that also had high NO:,' concentrations (10-20 mg l -1 ). The loss of typical bog species along the margin of the peatland (adjacent to the lagg) was accompanied by an expansion of the lagg from 11 to 17% of the overall peatland area. Carbon dioxide exchange results suggest that some sections of the bog are degrading (large loss of CO 2 to the atmosphere). Although it has been suggested that watershed deforestation by European settlement led to the expansion of southern Ontario kettle-hole bogs, the patterns of vegetation change in this study suggest that this bog is reverting to a poor fen.
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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 | 0.001 |
| 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".