WATER AND CHEMICAL CYCLING IN PERMAFROST UNDERLAIN CATCHMENTS
Bibliographic record
Abstract
Circumpolar watersheds are experiencing rapid environmental changes due to anthropogenic warming, impacting northern ecosystems through altered precipitation regimes, shifting runoff pathways, and changes in streamflow chemistry often linked to permafrost thaw. Additionally, northern hydrology is highly seasonal, with long cold winters and short dynamic summers where hydrological and geochemical fluxes are strongly influenced by active layer thawing. This thesis presents unique hydrometric and hydrochemical data from multiple sites in Yukon Territory, Canada, employing new methods to understand the coupled movement of water and chemicals and the influence of cold region processes on their dynamics. This thesis utilizes synoptic sampling across seasons in Wolf Creek Research Basin to assess the role of seasonality on spatial patterns of flow and chemistry. Results show consistent spatial patterns in flow and chemistry across seasons, with increasing production of major ions and dissolved organic carbon (DOC) during high spring flows. However, chemistry covariance between sites was low, indicating asynchronous biogeochemical and hydrological processes across subcatchments. Stream chemistry across multiple seasons and diverse catchments in the Yukon Territory was also examined, where role of catchment characteristics on stream chemistry seasonality were assessed. Results reveal significant seasonal trends in major ions and DOC concentrations, driven by active layer thaw and soil organic carbon flushing during freshet. Catchments with steep topography and less extensive organic soils had lower average DOC concentrations but greater seasonal changes. Lastly, this thesis focuses on water storage, mixing, and release processes in two headwater catchments with continuous permafrost. A detailed hydrometric, meteorological, and stable isotope dataset was used to characterize water age dynamics. Mixing analysis and water balance results show that runoff was mostly snow water during freshet, with limited mixing with stored water. StorAge Selection frameworks indicate that evapotranspiration (ET) is composed of the youngest water, while discharge includes a greater proportion of previously frozen water during summer events. This research highlights the complexity of hydrological and biogeochemical processes in permafrost environments. Novel approaches and extensive seasonal sampling provide fresh insights into water and chemical cycling in cold catchments, informing our understanding of permafrost hydrology and guiding predictions on how northern catchments will respond to environmental change.
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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 | 0.001 | 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".