Evidence map›Paper›PMID 41542686›Full record

ArticlemedRxiv : the preprint server for health sciences2026

Dynamic Temporal Modeling of Abdominal Aortic Aneurysm Morphology with Z-SINDy.

Joseph A Pugar, Junsung Kim, Michael Mansour, Nhung Nguyen, Cheong Jun Lee, Hence Verhagen, Ross Milner, Andrei A Klishin, Luka Pocivavsek

Abstract readPreprint
PubMed Full text at PMC Publisher
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Joseph A PugarDepartment of Surgery, University of Chicago, Chicago, IL, USA.ORCID 0000-0003-3295-5664
Junsung KimDepartment of Surgery, University of Chicago, Chicago, IL, USA.
Michael MansourDepartment of Surgery, University of Chicago, Chicago, IL, USA.
Nhung NguyenDepartment of Surgery, University of Chicago, Chicago, IL, USA.
Cheong Jun LeeEndeavor Health, Evanston, IL, USA.
Hence VerhagenDepartment of Vascular Surgery, Erasmus University Medical Center, Rotterdam, the Netherlands.
Ross MilnerDepartment of Surgery, University of Chicago, Chicago, IL, USA.
Andrei A KlishinDepartment of Mechanical Engineering, University of Hawai'i at Mānoa, HI, USA.ORCID 0000-0002-5740-8520
Luka PocivavsekDepartment of Surgery, University of Chicago, Chicago, IL, USA.ORCID 0000-0003-2652-9714

Funding

A Geometric and Morphoelastic Study of Aortic Dissection EvolutionR01HL159205 · NHLBI · UNIVERSITY OF CHICAGO · PI POCIVAVSEK, LUKA · 2021 to 2025
$2.5M
NHLBI NIH HHS R01 HL159205
6 · The paper itself

Abstract

Abdominal aortic aneurysm (AAA) is characterized by a localized enlargement of the aorta with risk of rupture. Endovascular aneurysm repair (EVAR) alters sac morphology in ways not captured by size alone and typically observed only at sparse follow-up times. We present a physically interpretable, noise-aware framework that models postoperative remodeling dynamics in a low-dimensional state space defined by normalized sac surface area

Identifiers

PMID41542686
PMCPMC12803291

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.