International Workshop on Methane Hydrate Research and Development (4th) Held in Victoria, British Columbia, Canada on May 9-11, 2005
Bibliographic record
Abstract
The Fourth Workshop of the International Committee on Gas Hydrates Research and Development was held during 9-11 May 2005 in Victoria, British Columbia, Canada. Invited national agency representatives and international researchers from university, government, and industry convened to assess research priorities and to promote international collaboration on methane hydrate research. The 2.5-day workshop included plenary lectures and panel discussions, conducted as a working event where all participants engaged in open discussions to develop collaborative methane hydrate studies. The workshop was organized by the Centre for Earth and Ocean Research at the University of Victoria, Victoria, British Columbia, Canada; the Marine Biogeochemistry Section at the Naval Research Laboratory, Washington, DC, USA, the Hawaii Natural Energy Institute of the University of Hawaii, Honolulu, Hawaii, USA, and in cooperation with the Institute for Energy Utilization, AIST, Hokkaido, Japan; the Department of Physics and Technology at the University of Bergen, Bergen, Norway; the Office of Naval Research - Global; the Geological Survey of Canada, and the United States Department of Energy. This series of annual international methane hydrate research and development workshops was initiated during March 2001 at the University of Hawaii. Subsequent workshops have been held in Washington, DC, USA and Vina Del Mar, Chile. At the previous three meetings, the focus was on presentaiton of research results on selected hydrate themes and description of national hydrate research programs. The workshops have resulted in international field and laboratory collaborations between U.S., Candadian, Japanese, Chilean, and German scientists working on methane hydrate exploration off the coasts of U.S., Canada, Chile, and Japan. At the Victoria workshop, the objective was more ambitious. A primary goal was to begin discussions
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.073 | 0.014 |
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 source (direct Gemma or distilled Codex), 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".