The Impella(R) LP 5.0 as a bridge to long-term circulatory support
Why this work is in the frame
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Bibliographic record
Abstract
Multi-organ failure (MOF) secondary to bi-ventricular cardiac dysfunction is a major therapeutic challenge. In addition to aggressive medical therapy, it frequently requires circulatory support with uni- or bi-ventricular assist devices. The Impella LP 5.0 is a new microaxial left ventricular assist device (LVAD). Microaxial LVADs have been used for short-term circulatory support in patients with cardiogenic shock due to myocarditis, post coronary artery bypass grafting (CABG), or during high-risk percutaneous coronary interventions (PCI). We present a case of a patient in bi-ventricular failure successfully bridged to permanent circulatory support. Relative merits of this therapeutic approach are outlined and discussed.
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 it