Evidence map›Paper›PMID 42074881›Full record

ArticleJournal of clinical medicine2026

Artificial Intelligence to Predict Major Arrhythmic Events Based on Left Ventricular Electroanatomic Mapping Data.

Yari Valeri, Paolo Compagnucci, Marialucia Narducci, Paolo Veri, Emanuele Pecorari, Isabel Concetti, Giuliano Santagata, Giovanni Volpato, Francesca Campanelli, Leonardo D'Angelo and 10 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of clinical medicine, 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

20 authors.

Yari ValeriDepartment of Biomedical Sciences and Public Health, Marche Polytechnic University, 60121 Ancona, Italy.ORCID 0000-0002-0454-0739
Paolo CompagnucciDepartment of Biomedical Sciences and Public Health, Marche Polytechnic University, 60121 Ancona, Italy.ORCID 0000-0003-1924-6548
Marialucia NarducciFondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy.ORCID 0000-0001-8682-0322
Paolo VeriDepartment of Information Engineering, Polytechnic University of Marche, 60121 Ancona, Italy.
Emanuele PecorariDepartment of Information Engineering, Polytechnic University of Marche, 60121 Ancona, Italy.
Isabel ConcettiDepartment of Biomedical Sciences and Public Health, Marche Polytechnic University, 60121 Ancona, Italy.
Giuliano SantagataDepartment of Biomedical Sciences and Public Health, Marche Polytechnic University, 60121 Ancona, Italy.
Giovanni VolpatoCardiology and Arrhythmology Clinic, Marche University Hospital, 60126 Ancona, Italy.
Francesca CampanelliDepartment of Biomedical Sciences and Public Health, Marche Polytechnic University, 60121 Ancona, Italy.
Leonardo D'AngeloDepartment of Biomedical Sciences and Public Health, Marche Polytechnic University, 60121 Ancona, Italy.ORCID 0009-0006-2118-893X
Martina ApicellaDepartment of Biomedical Sciences and Public Health, Marche Polytechnic University, 60121 Ancona, Italy.
Vincenzo SchillaciClinica Montevergine, 83013 Mercogliano, Italy.ORCID 0000-0002-3016-2583
Giuseppe SgaritoDepartment of Internal Medicine, Division of Cardiology, Section of Cardiac Electrophysiology, University of Iowa, Iowa City, IA 52242, USA.ORCID 0000-0001-6003-6054
Sergio ContiDepartment of Internal Medicine, Division of Cardiology, Section of Cardiac Electrophysiology, University of Iowa, Iowa City, IA 52242, USA.ORCID 0000-0001-6683-6781
Roberto ScacciavillaniFondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy.
Francesco SolimeneClinica Montevergine, 83013 Mercogliano, Italy.
Gemma PelargonioFondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy.ORCID 0000-0003-3236-3458
Antonio Dello RussoDepartment of Biomedical Sciences and Public Health, Marche Polytechnic University, 60121 Ancona, Italy.
Francesco PivaDepartment of Specialistic Clinical and Odontostomatological Sciences, Polytechnic University of Marche, 60121 Ancona, Italy.
Michela CasellaDepartment of Clinical, Special, and Dental Sciences, Marche Polytechnic University, 60121 Ancona, Italy.ORCID 0000-0002-5322-1742

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencedeep learningelectroanatomic mappingleft ventriclelinear regressionmachine learningmajor arrhythmic eventssupport vector machineventricular arrhythmia

Identifiers

PMID42074881
PMCPMC13116828

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.