Predicted groundwater circulation in fractured and unfractured anisotropic porous media driven by nuclear fuel waste heatgeneration
Bibliographic record
Abstract
The concept of nuclear fuel waste disposal underground is drawing increasing attention due to its many advantages against the current storage methods at surface. In this paper, we employ the Galerkin finite-element technique to solve the coupled time-dependent heat transfer and fluid flow differential equations and to predict the evolving behaviour of groundwater flow and subsurface temperature distribution associated witha proposed disposal system at the Whiteshell Research Area in southeastern Manitoba. A two-dimensional (2-D) numerical model is conceptualized from geologicalconstraints in this particular area. To investigate the free convection of groundwater flow driven by nuclear fuel waste heat generation, we assume the 2-D model has a flat upper boundary so as to eliminate the effect of topography head. Buoyancy force due to fluid density variationsis, therefore, the sole driving mechanism for fluid migration. Case studies for both unfractured and fractured porous media confirm that thermal decay of the buried fuel waste can initiate fluid circulation. In the presence of discrete fractures, the deep and hot fluid nearby the disposed contaminant can discharge to the biosphere, thus potentially threatening human health and the natural environment.
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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) | 0.002 | 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".