Corrosion Product Structures of Steel Samples Exposed to Amine Solutions Used for H<sub>2</sub>s Removal.
Bibliographic record
Abstract
We present the corrosion effects of heat stable salts (HSS), i.e., amine salts and amino acids that occur during removal of H 2 S from petroleum and natural gas with methyl diethanolamine (MDEA) solutions. The salts include heat stable salts and amine degradation products. Corrosion rates were measured using coupon weight loss in liquid and vapor phases in stirred solutions that model amine plant environment (e.g., refinery systems) in a chamber that enables exposure of samples to the gas and liquid phases. At increasing concentration of HSS the corrosion products show well-defined structures in the nanometer scale for the samples exposed to the liquid phase. However, this was not observed in the vapor phase. The corrosion products include amorphous, columnar and disk-shaped structures depending on exposure conditions. We propose that the substrates become initially passivated and that localized corrosion takes place under the conditions of our study that mimic the HSS build-up.
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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 | 0.000 | 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".