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Record W2759600241

Control of Cardiac Alternans in a Realistic Electromechanical Model of Cardiac Tissue

2016· article· en· W2759600241 on OpenAlex
Azzam Hazim, Youssef Belhamadia, Stevan Dubljević

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueCMBES Proceedings · 2016
Typearticle
Languageen
FieldMedicine
TopicCardiac electrophysiology and arrhythmias
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsSudden cardiac deathCardiac muscleComputer scienceControl theory (sociology)AlgorithmCardiologyInternal medicineMedicineControl (management)Artificial intelligence
DOInot available

Abstract

fetched live from OpenAlex

Electrical alternans is a physiological phenomenon manifested as beat-to-beat oscillation (electric wave width alternation) of the cardiac action potential duration. Alternans has been shown to be a precursor to arrhythmias and sudden cardiac death, which is the most common cause of death in the industrialized world. The control of alternans has been explored in many studies in the literature. However, the majority of the existing control algorithms succeeded in suppressing alternans only in small pieces of cardiac muscle. To our knowledge, all the control algorithms are electric-based realization and have not considered mechanical properties of cardiac tissue, despite the fact that mechanical deformation is shown to influence the electrical activity of the heart tissue, and consequently the cardiac alternans. In a previous work, we presented a novel mechanical perturbation algorithm to control alternans. The proposed control algorithm succeeds to suppress the alternans in relevantly sized cardiac tissues. However, only a simplified mathematical model has been used for the numerical simulation and a more realistic model should be used to investigate the control of alternans which is the goal of this study. In this work, we will explore the feasibility of suppressing cardiac alternans in a realistic model by using the mechanical perturbation strategy.  The electrical activity is represented by the Luo-Rudy model and the mechanical activity is represented by an active contractile tension model and the Mooney-Rivlin passive elasticity model. Numerical simulations are used to illustrate the feasibility and the effects of the proposed algorithms in suppressing cardiac alternans.

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 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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.507

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.010
GPT teacher head0.253
Teacher spread0.243 · 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