The Evolut R and Evolut PRO transcatheter aortic valve systems
Bibliographic record
Abstract
INTRODUCTION: Transcatheter aortic valves have evolved over the last 15 years. Second- and third- generation devices have considerably improved, and a range of newer devices have also been introduced with the aim of decreasing the incidence of paravalvular leak, reducing the need for permanent pacemaker implantation and minimizing procedure- and device-related complications. Areas covered: In this review, we highlight the special features of the latest generation of self-expanding Evolut PRO (Medtronic, Minneapolis, Minnesota) transcatheter aortic valve system. A detailed literature search on the Medtronic Evolut R and Evolut PRO transcatheter aortic valves was undertaken using Ovid, PubMed and Web of Science. Expert commentary: In a single, small study, the Evolut PRO has shown significant improvement over the Evolut R in terms of reduced paravalvular leak and pacemaker implantation. Larger scaled studies are needed to ascertain the performance of the Evolut PRO.
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.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.006 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".