Montney Unconventional Gas - Next Generation, An Integrated Approach to Optimizing Wellbore Completions Technology
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
Abstract In this paper we will present the evolution of well construction in the Montney play, technical and economical challenges, and the new synergy developed between drilling and completions. The financial driver that all operators are facing today is to lower well construction costs. The drilling and completions processes should not be looked at as separate entities but rather as an integrated team. This will allow for the achievement of an optimal solution for overall well construction, a solution that can not be achieved by either discipline in isolation. This paper demonstrates the evolution of a unique completion system that lowers costs in a technically challenging area. Case histories of two completion methods, swellable packers and cemented sliding sleeve technologies are discussed in detail. The cemented sliding sleeve systems were deployed at a field scale for the first time in North America in the Pouce Coupe area of Alberta, Canada in December 2008.
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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 | 0.000 | 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