A Concern About 2-Minute Glutaraldehyde-Treated Autologous Pericardium for Mitral Valve Repair
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Bibliographic record
Abstract
assess its durability compared with previous studies. 2,4 Freedom from reoperation following MVP using glutaralautologous pericardium, especially when using a leaflet augmentation technique, gets worse 5 years after MVP for various mitral diseases (96.92.2% vs. 93.43.2% at 5 years and 89.74.5% vs. 68.813.7% at 10 years; log-rank, P=0.008). 5 Severe calcification of glutaraldehyde-treated autologous pericardium 5 years after MVP for AIE is also reported. 6 This pericardium was treated by glutaraldehyde for 15 min. Further follow-up is necessary to confirm the durability of 2-min glutaraldehyde-treated autologous pericardium for MVP. In addition, we need evidence to support the basic stability and strength of 2-min glutaraldehyde-treated autologous pericardium.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.014 |
| 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 | 0.001 | 0.001 |
| 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 it