Modelling groundwater flow and contaminant transport at a gold mine site in Northern Ontario
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 practices of mining and ore processing are used in many countries around the world to \nextract and concentrate the valuable natural resources found within the rock bodies which \nmake up the earth?s crust. However, the solid waste disposal facilities which are used to store \nthe large volumes of waste rock and mine tailings that are produced during these processes can \npose a risk to the quality of down-gradient waters due to the slow leaching of various dissolved \nelements and compounds. Groundwater flow and contaminant transport modelling is an \neffective way of understanding and investigating a site where dissolved contaminants have \nbeen detected in the groundwater. \nThe Northern Ontario gold mine site, which is the focus of this study, first began ore processing \nin 1997. Since then, the groundwater and surface water bodies surrounding the site have been \ncontinually monitored to detect any changes in water quality. Groundwater samples collected \nadjacent to the mine?s tailings management area (TMA) have consistently detected dissolved \ncobalt and iron at concentrations above the site?s self-appointed trigger level standards. In \n2009 seven pumping wells, were installed in the contaminated area to restrict further spread of \nthe plumes by capturing the contaminated groundwater and recycling it back into the TMA. \nA numerical groundwater flow (MODFLOW-2005) and contaminant transport (MT3DMS) model \nhas been created which accurately simulates the flow of groundwater through the site both \nbefore and after the pumping well system was installed. The validated model was then used to \nsimulate the fate and transport of dissolved cobalt through the subsurface of the site, and to \nperform a sensitivity analysis on the input parameters. The magnitude of the dispersion parameters and amount of sorption in the northern portion of the sand aquifer were \ndetermined to have the greatest effect on the evolution of the cobalt plume. \nAn assessment of the pumping well system was performed which indicates the ability of the \npumping wells to capture the dissolved cobalt plume within five years of activation. The ability \nof the pumping wells to continue to restrain the advancement of the cobalt plume was also \nconfirmed for a 15 year simulation period. Additional alternatives such as an intermittent \npumping schedule, a 50% reduction in pumping rates, and the decommissioning of four out of \nthe seven pumping wells were also confirmed to successfully restrain the cobalt plume \nadvancement for a 15 year simulation period. A preliminary investigation into the use of a \npermeable reactive barrier (PRB) as an alternative to the pumping wells was also performed. \nTwo possible PRB locations were proposed, however the large width of the plume indicates \nthat a funnel and gate system should be investigated.
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) | 0.000 | 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 it