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Record W2807682723 · doi:10.1097/mat.0000000000000833

Medical Therapy As Compared To Surgical Device Exchange for Left Ventricular Assist Device Thrombosis: A Systematic Review and Meta-Analysis

2018· review· en· W2807682723 on OpenAlexaff
Jessica G.Y. Luc, Vakhtang Tchantchaleishvili, Kevin Phan, Shannon M. Dunlay, Simon Maltais, John M. Stulak

Bibliographic record

VenueASAIO Journal · 2018
Typereview
Languageen
FieldEngineering
TopicMechanical Circulatory Support Devices
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMedicineThrombosisMeta-analysisCohortInternal medicineCohort studyPopulationAdverse effectVentricular assist deviceInclusion and exclusion criteriaCardiologySurgeryHeart failurePathology

Abstract

fetched live from OpenAlex

Pump thrombosis is a major adverse event in patients supported on continuous-flow left ventricular assist devices (CF-LVAD). The aim of this systematic review and meta-analysis was to determine the outcomes of various treatment approaches for pump thrombosis, including surgical as compared to medical therapy. Electronic search was performed to identify all studies in the English literature addressing surgical and medical management of pump thrombosis in the modern CF-LVAD era. All identified articles were systematically assessed for inclusion and exclusion criteria. In the meta-analysis, because of significant overlap of the data, reports based on trials, registries, and individual cohort studies were analyzed separately. Forty-three studies were included in the analysis (2 trials, 4 registry reports, and 37 individual cohort studies). 2,281/28,728 (10.6%) patients developed pump thrombosis, of which 44.4% and 55.1% were supported on the HeartWare and HeartMate II, respectively. To avoid overlap in studies and to seek more granular data, pooled individual cohort studies were found to be representative of the entire population, and further in-depth analysis of this category was performed. Of the 610/5,545 (11.8%) patients with pump thrombosis in these individual cohort studies, 225 patients had surgical pump exchange, and 186 were treated medically. Surgical therapy resulted in higher success as compared to medical therapy (81.3% vs. 45.4%; p < 0.001), lower 30 day mortality rate (16.7% vs. 34.5%; p = 0.013) and recurrence rate (11.8% vs. 38.3%; p < 0.001). Meta-regression of all studies demonstrates a possible temporal increase of pump thrombosis rate (p = 0.040). Surgical pump exchange is superior to medical therapy with a higher success rate of pump thrombosis resolution, lower mortality rate, and lower recurrence rate. Randomized controlled prospective studies are needed to compare these clinical approaches and their resultant outcomes to guide decision-making for the management of CF-LVAD thrombosis.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.015
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.021
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0150.035
Bibliometrics0.0050.006
Science and technology studies0.0010.001
Scholarly communication0.0030.001
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.150
GPT teacher head0.381
Teacher spread0.231 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designMeta-analysis
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

Citations35
Published2018
Admission routes1
Has abstractyes

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