Field Performance versus Laboratory Testing: A Study of Epoxy Tank and Vessel Linings Used in the Canadian Oil Patch
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Epoxy coating technology for tank and vessel internals in the Alberta (Canada) oil patch has undergone significant developments in recent years. Innovative curing agents such as polycycloaliphatic polyamines are co-reacted with Bis A, Bis F and novolac epoxy resins to develop ever increasing temperature and pressure resistant coatings for service in sour crude and other harsh chemical environments. This paper attempts to explain the field performance of epoxy coatings with different epoxy resins and curing agents in light of their physical structure and laboratory data investigations. The latter include evaluations of glass transition temperatures (Tg’s), electrochemical impedance spectroscopy (EIS) parameters, resistance to high temperature and pressure in autoclaves, chemical resistance, and ability to withstand cathodic disbondment.
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.
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 it