Comparative Assessment of Decommissioning Applications of Typical North Sea And Gulf of Mexico Approaches to Several Categories of Offshore Platforms In the Middle East
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
BP has a large number of offshore facilities located worldwide where decommissioning issues will need to be addressed in the not too distant future. Experience in decommissioning offshore facilities resides mainly in the Gulf of Mexico (GOM) and, to a lesser extent, on the United Kingdom Continental Shelf (UKCS). Approximately 2,000 small structures have been removed within the GOM region (100 to 150 platforms per year over the last 15 years or so). Within the UKCS, around 20 platforms and subsea installations have been decommissioned. This paper compares the different approaches used in the two regions and discusses some of the ramifications of these differences.
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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