Advances in Canadian wetland hydrology an biogeochemistry
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
Wetlands comprise 14% of the land area of Canada. They have considerable impact on water storage and runoff, water quality, atmospheric exchanges of carbon, and important elements such as nitrogen. In less remote parts of Canada, wetlands have suffered from reclamation, exploitation, contamination and degradation, which have seriously impaired their ecological function. Public recognition of their environmental significance has highlighted the need for a better understanding of the hydrological processes, to better plan and manage wetland areas, restore degraded systems, and predict responses to global change. This paper reviews current hydrological research in all types of Canadian wetlands. The scope of hydrological processes discussed herein includes runoff, surface and groundwater flows, evaporation, microclimate, water balance, geochemical and solute transport phenomenon, carbon dynamics, isotope studies, exploitation and restoration. Field, laboratory and modelling studies are included. Copyright © 2000 John Wiley & Sons, Ltd.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.023 | 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