Laboratory Evaluation to Chemically Inhibit HIC and SSC in ERW Casing in Both Liquid and Vapor Phase
Bibliographic record
Abstract
Abstract Inhibitor filmed electric resistance weld (ERW) casing steel specimens immersed in a sour corrosive liquid environment are evaluated for mitigating benefits against wet hydrogen sulphide (H2S) attack utilizing standard NACE hydrogen induced cracking (HIC), and sulphide stress cracking (SSC) test protocols. A non-filmed casing steel surface suspended above the corrosive liquid phase, is then studied to determine if the vapor phase corrosion inhibitor supplied to the corrosive liquid phase can migrate to non-filmed surfaces exposed above the liquid, and prevent H2S damage. In the later study a vapor phase test cell was designed for HIC and standard slow strain rate testing was used for SSC to evaluate effectiveness of inhibitors in wet sour vapor phase environments.
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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 | 0.001 | 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) | 0.001 | 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 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".