An Improved Wear-resistant PTA Hardfacing: VWC/Stellite 21
Bibliographic record
Abstract
A novel compound carbide, VWC, is designed to incorporate into Stellite 21, in order to achieve an improved wear-resistant composite, plasma transferred arc (PTA) hardfacing. Different contents of VWC in the composite, 5, 10, and 20% (in weight), are tested. The microstructures of the hardfacing specimens are studied using, scanning electron microscopy (SEM) plus, energy dispersive X-ray (EDX) and X-ray techniques. The influence of VWC additive on the mechanical properties of the Co solid solution in Stellite 21 matrix is investigated with a nano-indentation technique. The hardness and wear resistance of the hardfacing specimens are evaluated on a Wilson Rockwell machine and a ball-on-disc tribometer, respectively. It is found that the hardness and wear resistance of the VWC/Stellite 21 composite layer are much higher than those of pure Stellite 21. The presence of the VWC reinforcement changes the microstructure of the Stellite 21 matrix and strengthens the Co solid solution.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".