The use of amplitude ratios to constrain source mechanisms of microseismic data: A case study from the Montney Shale, Alberta
Why this work is in the frame
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Bibliographic record
Abstract
Matthew Lee, Thomas Davis and Shawn Maxwell analyze data from the downhole arrays used to monitor hydraulic stimulations at the Montney shale play in Canada. The Reservoir Characterization Project at Colorado School of Mines has been working in conjunction with Talisman Energy Inc. since 2009 to analyze two hydraulic stimulations in the Montney Shale play in Canada. Specifically, the project originates from the monitoring of two five stage horizontals from the Pouce Coupe area in North-Western Alberta. The completions were monitored using a variety of microseismic methods (surface, shallow water well and downhole). This paper will focus on analysis of data from the downhole arrays that were used to monitor the hydraulic stimulations.
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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 | 0.001 | 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