Evidence mapPaperPMID 41828038Full record

ArticleDiagnostics (Basel, Switzerland)2026

Assessment of Fractional Flow Reserve from Coronary CT Angiography Using a Deep Learning-Based Algorithm: A Multicenter Retrospective Study.

Ludovica R M Lanzafame, Claudia Gulli, Maria Teresa Cannizzaro, Bruno Francaviglia, Laura M Chisari, Leon D Grünewald, Vitali Koch, Christian Booz, Thomas J Vogl, Luca Saba and 2 more

Abstract read
In one paragraph

Article in Diagnostics (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
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

12 authors.

Ludovica R M LanzafameDiagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital "Policlinico G. Martino", Via Consolare Valeria 1, 98100 Messina, Italy.ORCID 0000-0001-5898-870X
Claudia GulliDiagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital "Policlinico G. Martino", Via Consolare Valeria 1, 98100 Messina, Italy.ORCID 0009-0003-6540-0494
Maria Teresa CannizzaroRadiology UOSD CAST, Universitary Hospital A.O.U. Policlinico "G.Rodolico-San Marco", 95123 Catania, Italy.ORCID 0000-0001-5726-0477
Bruno FrancavigliaDivision of Cardiology, Policlinico Hospital, University of Catania, 95123 Catania, Italy.
Laura M ChisariDiagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital "Policlinico G. Martino", Via Consolare Valeria 1, 98100 Messina, Italy.ORCID 0009-0009-5259-4203
Leon D GrünewaldDepartment of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany.ORCID 0000-0001-7959-5008
Vitali KochDepartment of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany.ORCID 0000-0001-6915-5906
Christian BoozDepartment of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany.
Thomas J VoglDepartment of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany.ORCID 0000-0001-5218-1075
Luca SabaDepartment of Radiology, University of Cagliari, 09045 Cagliari, Italy.ORCID 0000-0003-2870-3771
Silvio MazziottiDiagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital "Policlinico G. Martino", Via Consolare Valeria 1, 98100 Messina, Italy.
Tommaso D'AngeloDiagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital "Policlinico G. Martino", Via Consolare Valeria 1, 98100 Messina, Italy.ORCID 0000-0003-0004-6378

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial Intelligencecoronary artery diseasecoronary computed tomography angiographycoronary stenosisdeep learningfractional flow reserveinvasive coronary angiography

Identifiers

PMID41828038
PMCPMC12984597

What Socratic holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

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 Socratic graph.