ReviewLife (Basel, Switzerland)2026
Graph and Geometric Deep Learning for Intracranial Aneurysm Geometry and Hemodynamics: A Systematic Review with Implications for Neurovascular Implant Design and Evaluation.
Rudolfh Batista Arend, Bruno Zilli Peroni, Natan Lucca Lima, Miguel Cruz Garcia, Rafael Torres Fonseca Dos Santos, Daniel Kerpel, Gustavo Simiano Jung, Alex Roman, Guilherme Gago, Martin Batista Coutinho da Silva and 2 more
Abstract readReview
In one paragraphReview in Life (Basel, Switzerland), 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
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 registryThe 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 literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
12 authors.
Rudolfh Batista ArendFaculty of Medicine, Federal University of Fronteira Sul, Passo Fundo 99010-200, RS, Brazil.
Bruno Zilli PeroniFaculty of Medicine, Federal University of Fronteira Sul, Passo Fundo 99010-200, RS, Brazil.ORCID 0000-0001-7717-9481 Natan Lucca LimaFaculty of Medicine, Federal University of Santa Catarina, Araranguá 88905-120, SC, Brazil.ORCID 0009-0004-7595-7082 Miguel Cruz GarciaFaculty of Medicine, Institute of Medical Education, Rio de Janeiro 20071-004, RJ, Brazil.ORCID 0009-0003-8253-3272 Rafael Torres Fonseca Dos SantosFaculty of Medicine, Institute of Medical Education, Rio de Janeiro 20071-004, RJ, Brazil.
Daniel KerpelFaculty of Medicine, Federal University of Santa Maria, Santa Maria 97105-900, RS, Brazil.
Gustavo Simiano JungDepartment of Neurosurgery, Neurological Institute of Curitiba, Curitiba 82821-020, PR, Brazil.ORCID 0000-0002-2538-9599 Alex RomanFaculty of Medicine, Federal University of Fronteira Sul, Passo Fundo 99010-200, RS, Brazil.
Martin Batista Coutinho da SilvaDepartment of Medicine, University of Passo Fundo, Passo Fundo 99052-900, RS, Brazil.ORCID 0000-0002-7261-7216 Antonio Delacy Martini VialDepartment of Neurosurgery, Irmandade Santa Casa de Misericórdia de Porto Alegre, Hospital São José, Porto Alegre 90020-090, RS, Brazil.
Edoardo AgostiDivision of Neurosurgery, Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, 25121 Brescia, Italy.ORCID 0000-0002-6463-5000 Funding
No grant is acknowledged in the PubMed record.
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
biomaterialscomputational fluid dynamicsendothelializationflow divertergeometric deep learninggraph neural networkintracranial aneurysmneurosurgerytissue engineeringwall shear stress
Identifiers
PMID42795403
PMCPMC13608527
What OpenQuestion holds
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