Rock mechanics tools for mining in high stress ground conditions at Nickel Rim South Mine
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
Nickel Rim South Mine of Sudbury Integrated Nickel Operations (Sudbury INO), A Glencore Company, has challenging ground conditions related to: complex geological structure; depth of the current orebody (from 1,160-1,710 m below surface); the mine layout where two sills were required; the draw point pillar geometry; and the type of ground support that has been used during the project ramp up phase. In order to manage the risk associated with mining while these conditions exist, sophisticated and state of the art tools have been used to predict the ground response to mining activities. The overall mine layout and rock mechanics issues are discussed. Analysis techniques using high resolution seismic monitoring, non-linear numerical models, cad/database linked models to assess geotechnical hazard, and high end microseismic analysis software are shown as examples.
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