EIS Investigations of Alkyd and Epoxy Coatings as They Are Chemically Stripped from Steel Panels
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 Electrochemical Impedance Spectroscopy (EIS) has been employed to monitor, and model, real time chemical stripping and de-adhesion of select coatings from steel panels. Instead of the customary salt solution, a water based chemical stripper was used in a custom-built EIS cell. In effect, the stripper was simultaneously used as the electrolyte for the EIS test as well as the modus operandi for stripping the coated panels. Alkyd (3 coats) and epoxy polyamide coatings (2 coats) were compared and contrasted during the chemical stripping process. To examine the influence of pigment types in the coatings, a leafing aluminum alkyd finish in a 3 coat system was compared with an alkyd finish that contained titanium dioxide. The epoxy polyamide coating systems examined contained either non-leafing aluminum or titanium dioxide pigments. The EIS data is discussed in terms of such multivariate factors as the pigment used in the different coating types, the influence of coating chemistry and the unique chemistry of the water based chemical stripper.
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