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Record W4410553617 · doi:10.1097/mat.0000000000002464

Ventricular Assist Device Use in Pediatric Restrictive and Hypertrophic Cardiomyopathy: An ACTION Registry Analysis

2025· article· en· W4410553617 on OpenAlexaff
Deepa Mokshagundam, Muhammad Shezad, Jennifer Conway, John C. Dykes, Paul Esteso, Ryan Kobayashi, Katsuhide Maeda, Matthew J. O’Connor, Jack F. Price, Alexander Raskin, Svetlana Shugh, Kathleen E. Simpson

Bibliographic record

VenueASAIO Journal · 2025
Typearticle
Languageen
FieldEngineering
TopicMechanical Circulatory Support Devices
Canadian institutionsStollery Children's Hospital
Fundersnot available
KeywordsVentricular assist deviceMedicineHypertrophic cardiomyopathyExtracorporeal membrane oxygenationInotropeExtracorporealCardiologyInternal medicineCardiomyopathyLife supportHeart failureArtificial heartIntensive care medicine

Abstract

fetched live from OpenAlex

The use of ventricular assist devices (VADs) in children with restrictive (RCM) and hypertrophic cardiomyopathy (HCM) remains rare. We describe the outcomes of patients with RCM and HCM supported by VAD in the Advanced Cardiac Therapies Improving Outcomes Network (ACTION) registry from March 2012 to December 2024. Thirty-four patients were identified: 20 left-sided VAD (LVAD), 13 biventricular VAD (BiVAD), and 1 total artificial heart (TAH). Median age at implant was 2.5 years (0.3-17.5), weight was 11.8 kg (4.5-81.8), and body surface area (BSA) was 0.54 m 2 (0.26-2.01). Diagnoses included RCM in 25 (73.5%) patients and HCM in 9 (26.5%). Illness severity at implant was high with 38.2% Interagency Registry for Mechanically Assisted Circulatory Support (INTERMACS) profile 1, 41.2% on extracorporeal membrane oxygenation (ECMO), 52.9% on ventilator support, 88.2% treated with greater than or equal to 1 inotrope, and 52.9% supported with TPN. Four patients (11.8%) died on device, 25 (73.5%) were transplanted, 4 (11.8%) were alive on device, and 1 (2.9%) was transferred to another center. Patients who died all had HCM diagnosis, required BiVAD support, and experienced adverse events. The cause of death was inadequate support (1), infection (2), and multi-organ failure (1). Ventricular assist device support is a reasonable strategy for select RCM and HCM patients, although outcomes in HCM are less favorable.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.605

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.022
GPT teacher head0.255
Teacher spread0.233 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations1
Published2025
Admission routes1
Has abstractyes

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