Investigation on the Development Status and Strategies about Oil and Gas of Neighboring Countries in the Arctic
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
and Canada are Arctic neighboring countries which are engaged in the development of Arctic oil and gas. Especially, Russia has the largest Arctic Exploration and Production (E&P) market, and its Arctic shelf holds large oil and gas potential. The other countries also make efforts to develop oil and gas in the Arctic circle, improving a policy and system, bidding an oil and gas field, and accelerating E&P activities. As of 2011, South Korea depends on oil imports by 100% as the 5th oil importing country and 10th oil consumer in the world. There is until considerable uncertainty about future energy supplies. One of the methods to overcome this situation is to participate in polar E&P. In this paper, an analysis of E&P strategies of each country is presented, and the current status of oil and gas development in the Arctic Circle is investigated. It will be utilized in establishing development strategies in the Arctic region.
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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 | 0.001 | 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 | 0.001 |
| 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