تجربة دولة قطر في تطوير صناعة الغاز الطبيعي وامكانية الاستفادة منها في العراق [Qatar's Experience in the Development of the Natural Gas Industry and the Possibility of Benefiting From it in Iraq]
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 natural gas is one of the most important resources for energy, and in a lot of countries it becomes the main second resource after oil, We can notice that there is a rising in depending on natural gas in a lot of social and industry sectors, In 2009 the International reservation from natural gas was more than (187 Billion Quebec Meter), The experiment of Qatar in producing and industrialization of natural gas was one of the most successful experiments in the world, Qatar become at the third stage internationally in the reservation of Natural Gas and it's producing was rise from (27 Billion Quebec Meter) in 2001 to (77 Billion Quebec Meter), also the producing of liquid natural gas was rising from (18,6 Billion Quebec Meter) in 2002 to (41,84 Billion Quebec Meter) in 2007 and in this quantity Qatar become the first internationally in producing and exporting liquid natural gas.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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