A geophysical study of alpine groundwater processes and their geologic controls in the southeastern Canadian Rocky Mountains
Bibliographic record
Abstract
Groundwater storage is essential for maintaining steady stream flows and temperatures in mountain watersheds, yet catchment-scale hydrogeological processes remain poorly understood. This study characterizes the hydrogeology of a new site in Kananaskis Valley of southeastern Canadian Rocky Mountains. Three different geophysical methods (electrical resistivity tomography, seismic refraction tomography, and ground penetrating radar) imaged structures such as thick, heterogenous talus, permafrost, and a buried overdeepening. Bedrock topography, overburden heterogeneity, and overburden thickness are the most important controls on groundwater flow paths and storage, and may explain anomalously high winter base flows at the site. Comparing the talus deposits to those at a contrasting site in Yoho National Park points to a causal link between hydrogeological characteristics and physiographic variables, hinting at possible spatial patterns in groundwater storage potential. These results will help water resource and ecosystem managers in adapting to stream flow changes resulting from climate change.
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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 | 0.000 | 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".