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
(The Arctic circle,abundant in natural resources,especial in oil and gas resources,is estimated to hold more than 400Bboe(54.5 billion tons),about one-forth of the world's undiscovered quantities,where is a strategic place for future oil and gas exploration and development.This paper,based on data from BP,IHS and USGS,analyzes statistically the discovered and undiscovered oil and gas resources in the Arctic circle.The former is chiefly concentrated in the US,Russia,Canada and Norway while the latter is mainly on 8 basins.Most gas resources are hosted in Kara in east Siberian basin and in Barents sea,the oil is in the Alaska north slope basin and its adjacent offshore are.This paper studies the exploration potentials in these three basins with most-abundant oil-gas resources and discusses the tactics for Chinese oil-gas companies to enter the Arctic circle.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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