Monitoring alterations in a salt layer’s deliquescence properties during the atmospheric corrosion of a metal surface using a quartz crystal microbalance
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
The deliquescence of salt residues on metal structures can exacerbate the atmospheric corrosion of these structures. However, the conversion of salt residues to corrosion products alters the metal surface time of wetness (TOW) in ways that are difficult to monitor. This study demonstrates the use of quartz crystal microbalance with acoustic impedance measurement (QCM-I) to simultaneously monitor the corrosion and the changing deliquescence properties of various chloride salt layers printed on copper surfaces. While the results herein apply to Canada’s proposed deep geological repository (DGR) for used nuclear fuel, the methodology applies to any combination of salts and metal surfaces.
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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 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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