Technical Analysis of the Oil and Gas Development in Montney Formation in the Shadow Area, Canada
Bibliographic record
Abstract
ontney Reservoir in the Shadow area, Canada, has been actively exploited since 2010 using horizontal multi-fracturing technology. But since the collapse in oil prices in 2015, the development trend that started from North to South has been halted in Normandville, Girouxville, and Kenzie areas. In this study, geological, technical, and economic analyses were performed for oil and gas exploitation in the Shadow area that is located south of the aforementioned areas. The results determine that the Montney Formation, that is structurally higher than the water/oil contact and located within the edge of the Montney Fairway, can be developed similarly to the Kenzie Montney model. Additionally, from the economic analysis based on the production of offset wells and statistics from the nearby operators, the rate of return per well was evaluated as 66.1%, payout in 2 years, and the NPV(Net Present Value) of 32 million dollars at 10% discount rate.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".