EDITOR’S PAGE. CAREFULLY WITH NONCONVENTIONAL FUELS; pp. 469–470
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 nonconventional fuels world is booming, headings in global media do not leave doubts about that. Uzbekistan plans a $600 mil shale processing plant, PetroChina and Hess Corp sign a shale development agreement to build an oil shale block in the Santanghu basin in Xinjiang region of China, San Leon acquires assets in Morocco's Timahdit oil shale deposit, Enefit Jordan granted a license to build a 500 MW oil shale power station -these are just a few examples of news articles of the last months. US and Canada's recent success in shale gas production has ignited, besides expansion of the world shale gas development, also a gold rush to explore and exploit known oil shale reserves. Boom is understood, the first claimers tend to take the cream -get the rights to develop the most oil-richest reserves and by this making sure that productions and profits will be the highest compared to latecomers'.
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 | 0.000 |
| 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) | 0.003 | 0.001 |
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