Mechanical Ellgi/leeri/lg Deparrmellt. Ecole Polyreclll1iqllt of Montreal
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
Becliuse of its superelasticity, shape memory. corrosion resistance. and biocompatibility. Nitinol is becomi ng increasingly popular for minimally invasi\\'e devices such as endoluminal stenlS. Despite several studies on ill vitro or;/1 vivo biocompatibiliy of NiTi. few studies have been conducted on the interactions of the material with blood. In this study. blood compatibility telits were conducted on NitinoJ and stainless steel stems using an ex \\·;IIQ. AV-shunt porcine model. We have demon-smned thilt Nitinol is significantly less thrombogenic than stainless steel as indicated by 1251_ human fi brinogen (p = 0.03) and I III_platelets (p = 0.01) quant ification. These differences may be related to the Nitinoltitanium-oxide rich surface layer that may prevem denaturation of fi brinogen and minimize platelet-rich thrombus fonnation with in the stem after impl:mtation.
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) | 0.004 | 0.001 |
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