Materials : presented at the 18th International Conference on Offshore Mechanics and Arctic Engineering, July 11-16, 1999, St. John's, Newfoundland, Canada
Bibliographic record
Abstract
Proceedings from the July 1999 conference. Contain 43 contributions arranged in sections covering structural integrity procedures for Europe (SINTAP); welding processes; underwater welding and repair; fatigue performance of welded joints; composites; steel selection and fracture control; new technology steels; and design and analysis. Topics include a review of the deposition rate methods for submerged arc welding in offshore construction; observation of weld pool behavior on TIG welding; effect of shielding gas and wire electrode on MIG welding; development of SMAW coatings for underwater wet welding at specific depth ranges; fatigue of tendon welds with internal defects; key issues in the design of deepwater composite risers; the application of composite materials to structural fire protection; literature review of the fracture properties of grade A ship plate; development of offshore structure steels and welding materials for ultra low temperature service; and the application of performance standards to offshore structural components. No index.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.296 | 0.097 |
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".