Percutaneous transluminal stenting for 203 stenosis of internal carotid artery
Bibliographic record
Abstract
To evaluate the methodology of percutaneous transluminal stenting for stenosis of internal carotid artery(ICA). 203 patients of ICA stenosis greater than 85% were included. All cases were under anticoagulative therapy perioperatively and underwent cerebral vascular angiography and cervical Doppler sonography. Four kinds of different stents were used with or without advance angioplasty. All of 203 cases underwent operation smoothly without any complications. All cases were successful on image post procedure. CBF was found to be normal or increased on sonography. Symptoms disappeared in 86 cases and improved for various degrees in 57 cases. On angiographic and sonographic followup for 3 to 24 months, no distortion of stents and restenosis was found and blood flow was patent. Percutaneous transluminal stenting is a safe therapeutic method for stenosis of internal carotid artery with appropriate perioperative therapy and operative method.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.002 | 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 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".