Proceedings for INGAS2007 2nd International Symposium and Exhibition on Natural Gas Operations
Bibliographic record
Abstract
PREFACE Strategic potential and key role of natural gas sector in international politics and economy derive continuous development of natural gas related technologies. Rapid domestic and international growth of natural gas distribution networks necessitates fostering of training, application of novel techniques, collaboration to solve common problems and information exchange between sector players. To aid healthy growth of natural gas sector, “INGAS 2007 – 2nd International Symposium and Exhibition on Natural Gas Operations” aims to provide a platform for this desired information exchange. Even though it has been organized only once before, the symposium has gained truly international character with contributions from 13 different countries. In this proceedings book, apart from Turkey, you will find technical papers from Bosnia-Herzegovina, Britain, Canada, France, Holland, Indonesia, Iran, Japan, Korea, Saudi Arabia, Switzerland, and United States. There will be presentations from 9 different universities and 21 different sector players from all over the world. We expect this strong interest to grow continuously in the upcoming meetings to make INGAS symposium series a vital information and experience exchange portal for natural gas sector. Rather than being theoretical in nature, the contents of the papers in the proceedings are generally about technical issues, practical experiences, and legislative aspects concerning the sector. The first INGAS Symposium was organized under MEGEP Project with European Union and IGDAS support. This year, being one of the foremost gas distribution companies in the world (and the largest in Turkey), IGDAS is undertaking the symposium organization alone. Unlike the first symposium, there will be an accompanying exposition jointly with the symposium. We expect that the Natural Gas Exposition will enhance symposium’s mission to foster information exchange between participating sector players. Finally, we would like to thank IGDAS General Manager Mr. K. Levent TÜFEKÇİ and Steering Committee members for making this organization possible. Thanks are also due to Editorial Committee members who spent great efforts to bring this proceedings book to you in time for the symposium. We also extend our thanks to all others who contributed in organization and publication of the proceedings. Sincerely, Assoc. Prof. Mahmut F. AKŞİT Chair of INGAS 2007 Editorial Committee
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.
How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".