Evidence map›Paper›PMID 41516976›Full record

ReviewHealthcare (Basel, Switzerland)2025

Large Language Models for Cardiovascular Disease, Cancer, and Mental Disorders: A Review of Systematic Reviews.

Andreas Triantafyllidis, Sofia Segkouli, Stelios Kokkas, Anastasios Alexiadis, Evdoxia Eirini Lithoxoidou, George Manias, Athos Antoniades, Konstantinos Votis, Dimitrios Tzovaras

Abstract readReview
In one paragraph

Review in Healthcare (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
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.

Andreas TriantafyllidisInformation Technologies Institute, Centre for Research and Technology Hellas, 57001 Thessaloniki, Greece.ORCID 0000-0002-6938-8256
Sofia SegkouliInformation Technologies Institute, Centre for Research and Technology Hellas, 57001 Thessaloniki, Greece.
Stelios KokkasInformation Technologies Institute, Centre for Research and Technology Hellas, 57001 Thessaloniki, Greece.
Anastasios AlexiadisInformation Technologies Institute, Centre for Research and Technology Hellas, 57001 Thessaloniki, Greece.ORCID 0000-0001-7993-4225
Evdoxia Eirini LithoxoidouInformation Technologies Institute, Centre for Research and Technology Hellas, 57001 Thessaloniki, Greece.ORCID 0000-0003-1543-6934
George ManiasDepartment of Digital Systems, University of Piraeus, 18534 Piraeus, Greece.ORCID 0000-0003-0128-2022
Athos AntoniadesStremble Ventures Ltd., 4042 Limassol, Cyprus.ORCID 0000-0002-5789-5103
Konstantinos VotisInformation Technologies Institute, Centre for Research and Technology Hellas, 57001 Thessaloniki, Greece.ORCID 0000-0001-6381-8326
Dimitrios TzovarasInformation Technologies Institute, Centre for Research and Technology Hellas, 57001 Thessaloniki, Greece.

Funding

EU Horizon Europe 101080430EU Horizon Europe 101137301
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

digital healthgenerative AIlarge language modelsliterature review

Identifiers

PMID41516976
PMCPMC12785959

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.