A new design for coating thin film alumina on stainless steel for biomedical applications
Bibliographic record
Abstract
Biocompatibility is one of the essential characteristics of implants used in biomedical and dental applications. The biocompatibility may be affected by many factors, one of which and the most important one, is its corrosion resistance in highly aggressive body fluid. Corrosion of implants causes products of corrosion to accumulate in adjacent tissues and stimulate allergy in patients. Surface modification of stainless steel can minimize its corrosion significantly. Thin, dense film of alumina (Al/sub 2/O/sub 3/) coatings can provide an excellent biocompatibility as well as wear resistance. A new nozzle was modeled, designed, tested, and used to produce alumina coatings. Unlike the conventional plasma spraying, the new nozzle is designed based on the high velocity oxygen fuel (HVOF) process. The major accomplishment of this work is making the HVOF a feasible process for coating alumina with a high quality and low porosity suitable for biomedical applications.
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 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".