Evidence map›Paper›PMID 41753038›Full record

ArticleJournal of clinical medicine2026

The Cardiologist Driving Synthetic AI: The TIMA Method for Clinically Supervised Synthetic Data Generation.

Gianmarco Parise, Roberto Ceravolo, Fabiana Lucà, Michele Massimo Gulizia, Cecilia Tetta, Orlando Parise, Federico Nardi, Massimo Grimaldi, Sandro Gelsomino

Abstract read
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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. ANMCO position paper E-health integration in cardiology clinical care framework.European heart journal supplements : journal of the European Society of Cardiology · 2026
    Article
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.

Gianmarco PariseCARIM, School for Cardiovascular Diseases, Maastricht University, 6211 LK Maastricht, The Netherlands.
Roberto CeravoloDepartment of Cardiology, Lamezia Terme Hospital, 88046 Lamezia Terme, Italy.
Fabiana LucàCARIM, School for Cardiovascular Diseases, Maastricht University, 6211 LK Maastricht, The Netherlands.ORCID 0000-0002-5369-5382
Michele Massimo GuliziaDepartment of Cardiology, Garibaldi-Nesima Hospital Catania, 95122 Catania, Italy.
Cecilia TettaIndependent Researcher, 40137 Bologna, Italy.
Orlando PariseCARIM, School for Cardiovascular Diseases, Maastricht University, 6211 LK Maastricht, The Netherlands.ORCID 0000-0002-5422-4187
Federico NardiEpidemiology Area, Italian Association of Hospital Cardiologists (ANMCO), 50121 Firenze, Italy.ORCID 0000-0002-7743-2587
Massimo GrimaldiEpidemiology Area, Italian Association of Hospital Cardiologists (ANMCO), 50121 Firenze, Italy.ORCID 0000-0002-9347-8884
Sandro GelsominoCARIM, School for Cardiovascular Diseases, Maastricht University, 6211 LK Maastricht, The Netherlands.ORCID 0000-0002-7746-989X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cardiologyclinical validationpredictive modelssynthetic artificial intelligenceTIMA

Identifiers

PMID41753038
PMCPMC12942366

What OpenQuestion 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 OpenQuestion graph.