Drilling Operations Centers: A History of Functionality and Organizational Purpose-The First Generation
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 Real-time operations centers are becoming commonplace in support of drilling and production activites. Their recent proliferation and acceptance have much to do with the increasing role of information technology in society in general. However, the concept is not new. In the early 1980's several operators and service companies explored the potential for central support of remote drilling operations. Of three significant operator strategies discussed in detail one is still in place and another, although relatively short-lived, aspired to and tested a vision which is only now, twenty five years later, close to being realized. There are lessons to be learned from the early strategies. The technology has evolved at an exponential rate however; the fluctuating business cycles and organizational change challenges encountered by the pioneers are similar to those faced by today's practitioners.
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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