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Record W4404887429 · doi:10.1016/j.shj.2024.100372

Evolving Standards in Prosthetic Heart Valve Assessment With Cardiovascular Imaging: Key Changes in the 2024 American Society of Echocardiography Guidelines

2024· review· en· W4404887429 on OpenAlexaff
Fraser J Graham, Stephen J.H. Dobbin, Maala Sooriyakanthan, Wendy Tsang

Bibliographic record

VenueStructural Heart · 2024
Typereview
Languageen
FieldMedicine
TopicCardiac Valve Diseases and Treatments
Canadian institutionsToronto General HospitalUniversity of Toronto
Fundersnot available
KeywordsMedicineCardiologyInternal medicineKey (lock)Heart valveRadiologyIntensive care medicineComputer science

Abstract

fetched live from OpenAlex

The American Society of Echocardiography recommendations published in 2024 for evaluating prosthetic heart valve (PHV) function with cardiovascular imaging include new recommendations for the use of cardiac magnetic resonance imaging, cardiac computed tomography, and cardiac positron emission tomography. Additionally, they now provide normative echocardiographic values for right-sided PHVs and transcatheter heart valves in native valves and when used for valve-in-valve procedures. Furthermore, the recommendations include definitions to improve the recognition and classification of prosthetic heart valve dysfunction. The aim of this review is to summarize these key changes compared to the 2009 update and to include useful tables and figures to aid the reader in assessment of PHV function.

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)0.013
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.013
Threshold uncertainty score0.070

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0050.006
Science and technology studies0.0010.001
Scholarly communication0.0030.004
Open science0.0030.002
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0050.003

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 head0.032
GPT teacher head0.428
Teacher spread0.395 · 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 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

Citations1
Published2024
Admission routes1
Has abstractyes

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