Left Ventricular Assist Device Decommissioning Compared with Explantation for Ventricular Recovery: A Systematic Review
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
Left ventricular assist device (LVAD) withdrawal with ventricular recovery represents the optimal outcome for patients previously implanted with an LVAD. The aim of this systematic review was to examine the patient outcomes of device withdrawal via minimally invasive pump decommissioning as compared with reoperation for pump explantation. An electronic search was performed to identify all studies in the English literature assessing LVAD withdrawal. All identified articles were systematically assessed for inclusion and exclusion criteria. Overall, 44 studies (85 patients) were included in the analysis, of whom 20% underwent decommissioning and 80% underwent explantation. The most commonly used LVAD types included the HeartMate II (decommissioning 23.5% vs. explantation 60.3%; p = 0.01) and HeartWare HVAD (decommissioning 76.5% vs. explantation 17.6%; p < 0.001). At median follow-up of 389 days, there were no significant differences in the incidence of cerebrovascular accidents (p = 0.88), infection (p = 0.75), and survival (p = 0.20). However, there was a trend toward a higher recurrence of heart failure in patients who underwent decommissioning as compared with explantation (decommissioning 15.4% vs. explantation 8.2%, cumulative hazard; p = 0.06). Decommissioning appears to be a feasible alternative to LVAD explantation in terms of overall patient outcomes.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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