Nanostructured composite coatings for oil sand's applications
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
Machinery used in mining and mineral processing industry suffers from severe degradation through abrasive wear. The current techniques used to extend the wear life of components exposed to these environments include the heat treatment of steels and the hardfacing of surfaces using fusion welding techniques. However, thermal spraying techniques such as the use of high velocity oxy-fuel (HVOF) composite coatings based on WC–Co system offer better wear resistance and greater flexibility in application. The ability to deposit microstructured coatings by the HVOF process is well established, but the ability to deposit nanostructured coatings is relatively new and posses a challenge. This paper reviews the application of the HVOF coating technique, and compares the wear resistant behaviour of a C–Mn steel substrate coated using micro- and nanostructured WC–Co based coatings.
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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 | 0.000 |
| 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