Application of a hydrodynamic model in a freshwater delta using remote sensing
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
The Peace-Athabasca delta (PAD) is located in the northern extreme of Alberta, Canada and is one of the world's largest freshwater inland deltas. Inland areas surrounding the main flow system comprise a myriad of small lakes and wetlands, of which a large percentage are hydrologically disconnected or perched at elevations higher than adjacent lakes or channels. This large, complex and dynamic ecosystem has undergone substantial changes over the last 25 years. The remoteness of this site, along with a shortage of hydrological and ecological information, has necessitated the development of innovative methods to assess these changes. These methods include the analysis of Landsat, Radarsat and SPOT satellite imagery for verification and calibration of a hydrodynamic model to observed flood conditions. This unique coupling of imagery and a hydrodynamic model provides key validation points and initial conditions for model runs. The results of the techniques outlined in this paper provide a starting point to assess changes produced by flow regulation and climatic change.
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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) | 0.001 | 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 it