Interface tissus vivants-matériaux inertes
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
Stainless steels have numerous applications in many domains. More specifically, they are one of the main materials used in orthopedic surgery. Because they are implanted in the human body, they must be nontoxic, reliable, as safe as possible, and perform well. Under certain circonstances, they loose some of their mechanical properties. This may translate into sudden breaks, possibly with important medical complications. The present work studies how the living organism affects the implant: static constraints, wear and tear, and corrosion. We use scanning electronic microscopy with an X probe. Our purpose is to determine the criteria of durability and to explain how a weakness develops after implantation. An external morphologic examination helps determine the area selected for the study. We are specially interested in the state of the surface of the material and, generally, by the angular points and the regions with curvature variations where strains tend to concentrate.[Journal translation]
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.
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) | 0.001 | 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 it