Bibliographic record
Abstract
In this article, it briefly introduced the current standards of CT manufacture and use at home and abroad, including API RP 5C7:1996,API SPEC 5LCP:2006,API SPEC 5ST:2010,API RP 16ST:2009, API RP 5C8 draft, Coiled Tubing Operations—An Industry Recommended Practice(IRP) for the Canadian Oil and Gas Industry Volume 21—2010, as well as China's some standards, such as SY/T 6698, SY/T 6700—2014, SY/T 6895—2012, Q/SY 1082—2010 and Q/SY 1512—2012 etc. The background, main content and the problems occurred in the use procedure of API RP 5C7,API SPEC 5LCP and API SPEC 5ST were detailedly introduced. By studying CT standards at home and abroad, wishes it can provide help for scientific research, production and the related standard user of domestic coiled tubing.
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".