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Record W2782967046 · doi:10.1097/hco.0000000000000486

Left ventricular assist device as destination therapy for end stage heart failure

2018· review· en· W2782967046 on OpenAlexaff
Naoto Fukunaga, Vivek Rao

Bibliographic record

VenueCurrent Opinion in Cardiology · 2018
Typereview
Languageen
FieldEngineering
TopicMechanical Circulatory Support Devices
Canadian institutionsUniversity of TorontoToronto General Hospital
Fundersnot available
KeywordsMedicineDestination therapyCardiologyHeart failureInternal medicineVentricular assist device

Abstract

fetched live from OpenAlex

PURPOSE OF REVIEW: Cardiac transplantation is the gold standard treatment for patients with end-stage heart failure. Unfortunately, the demand for donor organs far outstrips the number of available hearts. Therefore, not all patients who can benefit from this therapy are even listed for transplant. Once destination therapy was approved for the long-term support of nontransplant eligible patients, it was felt that the number of durable ventricular assist device (VAD) implants would increase. It was not until the current generation continuous-flow VADs became available that the number of DT-VAD implants grew significantly. The purpose of this manuscript is to review current indications and outcomes following durable VAD implant for destination therapy. RECENT FINDINGS: In 2014, DT-VADs accounted for 46% of all implants. A propensity-matched analysis showed that 1-year and 2-year survival rates were similar between LVADs and cardiac transplantation. Likely because of their younger age and lack of comorbidities, survival after VAD implant in transplant eligible patients remains higher than after DT-VAD implant. However, the survival differences are narrowing. Although the rates of LVAD-related adverse events continue to be high, studies such as the PREVENT trial have proven that strict adherence to management protocols can reduce event rates. SUMMARY: Improvements in device technology as well as patient selection and management have led to improved medium term (2-4 years) survival after VAD implant in nontransplant eligible patients. We anticipate that this technology will soon be a reasonable and competitive alternative to conventional heart transplantation.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.958
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.105
GPT teacher head0.382
Teacher spread0.277 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreReview

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".

Quick stats

Citations26
Published2018
Admission routes1
Has abstractyes

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