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Record W4409955070 · doi:10.4244/eij-d-24-01043

Thrombus characterisation and evolution of hypoattenuating leaflet thickening after transcatheter aortic valve implantation

2025· article· en· W4409955070 on OpenAlexaff
Kajetan Grodecki, Damini Dey, Jolien Geers, Jacek Kwieciński, Guadalupe Flores Tomasino, Vivek Patel, Caroline Park, Dhairya Patel, Kazuki Suruga, Aakriti Gupta, Mamoo Nakamura, Mitch Gheorghiu, Tarun Chakravarty, Daniel Berman, Piotr J. Slomka, Hasan Jilaihawi, Raj Makkar

Bibliographic record

VenueEuroIntervention · 2025
Typearticle
Languageen
FieldMedicine
TopicCardiac Valve Diseases and Treatments
Canadian institutionsArtificial Intelligence in Medicine (Canada)
FundersNational Heart, Lung, and Blood Institute
KeywordsMedicineThickeningThrombusCardiologyAortic valveLeaflet (botany)Internal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Quantifying hypoattenuating leaflet thickening (HALT) on computed tomography angiography (CTA) may provide insights into its clinical implications and guide decisions on oral anticoagulation therapy following transcatheter aortic valve implantation (TAVI). AIMS: We sought to assess the association between quantitative CTA features of HALT and its evolution over time in a real-world cohort after TAVI. METHODS: Among 612 patients who underwent CTA 30 days post-TAVI with balloon-expandable bioprostheses, HALT was detected in 118 (19%). We prospectively followed 99 patients who had undergone a second CTA at 1 year to assess HALT progression. Thrombus volume and mean attenuation were quantified using semiautomated software, and various parameters of bioprosthetic deformation were analysed. RESULTS: Complete resolution of HALT was observed in 43 patients. Multivariate logistic regression showed that lower thrombus attenuation was an independent predictor of HALT resolution (odds ratio [OR] 0.45; p=0.030), along with the eccentricity index (OR 0.42; p=0.003), deformation index (OR 0.53; p=0.005), and implant canting (OR 1.88; p=0.026). In the 56 patients without complete HALT resolution, thrombus evolution was visually categorised as regression (48%), stability (29%), or progression (23%). In a quantitative assessment, regression was associated with a significant decrease in thrombus volume (291 mm³ to 130 mm³; p=0.007), while progression showed an increase (187 mm³ to 667 mm³; p=0.005). The change in thrombus volume between 30 days and 1 year correlated with the magnitude of changes in mean transvalvular gradients over the same period (r=0.462; p<0.001). CONCLUSIONS: Quantitative thrombus characterisation on CTA is predictive of HALT resolution and correlates with the haemodynamic performance of transcatheter aortic valves.

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 score0.022
Threshold uncertainty score0.353

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
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 head0.012
GPT teacher head0.322
Teacher spread0.309 · 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

Citations3
Published2025
Admission routes1
Has abstractyes

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