INVESTIGATION OF OVERPRESSURE AND MINERALOGY EFFECT ON ROCK MECHANICAL PROPERTIES OF MONTNEY SHALE GAS RESERVOIRS IN BRITISH COLUMBIA, CANADA
Bibliographic record
Abstract
Numerous studies have been conducted to estimate dynamic rock mechanical properties \n(RMP) and rock strength of shale gas to predict accurate value when no core available. \nHowever, the existing correlations did not consider the overpressure condition and \nmineralogy in its correlations. These important parameters have to be considered to \nimprove the accuracy of the correlations to optimized hydraulic fracturing design and \noperational strategy. The objective of this study is to improve the static and dynamic \nRMP correlations and develop a novel model of Unconfined Compressive Strength \n(UCS) by considering overpressure condition, mineralogy, and TOC content in \nMontney shale, British Columbia, Canada.
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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) | 0.001 | 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".