Ha-coated carbon fiber/pol yamide 12 composite for hip replacement with improved osseointegration
Bibliographic record
Abstract
Bone loss around femoral implants used for total hip arthroplasty is a persistent clinical concern. In some cases, it may be caused by stress shielding, which is generally attributed to a mismatch in stiffness between the femoral implant and host bone. In this regard, a fatigue resistant, carbon fiber (CF) polyamide 12 (PA12) composite hip stem coated with hydroxyapatite (HA) for hip replacement has been developed to match bone stiffness and achieve fixation by osseointegration. In vitro studies with osteoblast cells (MG63) showed no cytotoxicity of the composite components as seen by the cellular growth and composites interaction. In vivo studies comparing the composite and Ti-6A1-4V (Ti64) rods in the rabbit and rat femurs demonstrated significantly higher bone apposition to the composite than Ti64 rods. The results of this study indicate that the invasion of surrounding bone cells and thus osteointegration together with its bone-matching mechanical properties make the HA-coated CF/PA12 composite stem a promising hip replacement candidate.
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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 | 0.000 | 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) | 0.001 | 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".