Abstract 14956: Improved Operative Efficiency for Minimally Invasive Mitral Valve Surgery at a Low-volume Center
Bibliographic record
Abstract
Introduction: When implementing a minimally invasive cardiac surgery program, increased surgical times may serve as a deterrent. Results demonstrating parity in operative times between minimally invasive (MIMVR) and conventional mitral valve replacement/repair (CMVR) have been limited to high-volume centers. The purpose of this study was to examine operative efficiency for MIMVR in a low-volume center. Methods: All patients having undergone non-emergent, isolated MIMVR or CMVR at the New Brunswick Heart Centre from 2011-2017 were considered. Detailed peri-operative data, including cross clamp (XC), cardiopulmonary bypass (CPB), skin-to-skin (SS) and total operative (TO) times, were collected. Patients were assigned to one of 3 eras: 2011-2013, 2014-2015, 2016-2017. Unadjusted comparisons were made between MIMVR and CMVR over the entire study period and within each era. Results: A total of 168 patients were included (MIMVR: 64; CMVR: 104). There was an increase in the number of MIMVR cases over time (2011-2013: 19; 2014-2015: 17; 2016-2017: 28). Patients undergoing MIMVR were less likely to be ≥70years (29.7% vs. 47.1%, p=0.04) and to have had NYHA-IV symptoms (17.2% vs. 41.3%, p=0.002), previous cardiac surgery (4.7% vs. 23.1%, p=0.003) or urgent presentation (12.5% vs. 35.6%, p=0.002). Intra-operatively, MIMVR patients were more likely to have undergone a mitral valve repair (65.1% vs. 29.1%, p<0.0001). No differences were noted in rates of in-hospital mortality (0.0% vs. 5.1%, p=0.29). Median operative times were uniformly longer among MIMVR patients between 2011-2013. However, in 2014-2015 and 2016-2017, these times improved to the point where no significant differences in operative efficiency were noted (Figure). Conclusions: Improved operative efficiency may be safely achieved for MIMVR in a low-volume center. The results of this study should encourage low-volume centers to adopt a minimally invasive approach to isolated mitral valve surgery.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".