Performance Evaluation of Al-Zn-Bi Sacrificial Anode in a Marine Environment
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
This article examines the influence of 0.2 wt% bismuth addition on the corrosion behavior of Al-4.2 wt% Zn sacrificial anode in artificial seawater. Corrosion behavior was assessed by electrochemical methods such as open circuit potential, potentiodynamic polarization, and electrochemical impedance spectroscopy. Approximately 400 mV potential difference between anode and steel confirmed the effective protection capacity of the anode. The absence of an inductive loop at low frequency of the impedance spectra and a decrease in charge transfer resistance suggested that the addition of Bi could suppress hydrogen evolution, confirming uniform dissolution of the sacrificial anode.
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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 | 0.002 | 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) | 0.006 | 0.001 |
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