Evidence map›Paper›PMID 40428235›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Hybrid Deep Learning for Survival Prediction in Brain Metastases Using Multimodal MRI and Clinical Data.

Cristian Constantin Volovăț, Călin Gheorghe Buzea, Diana-Ioana Boboc, Mădălina-Raluca Ostafe, Maricel Agop, Lăcrămioara Ochiuz, Ștefan Lucian Burlea, Dragoș Ioan Rusu, Laurențiu Bujor, Dragoș Teodor Iancu and 1 more

Abstract read
In one paragraph

Article in Diagnostics (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.

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. 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

11 authors.

Cristian Constantin VolovățRadiology Department, "Grigore T. Popa" University of Medicine and Pharmacy Iași, 700115 Iași, Romania.
Călin Gheorghe Buzea"Prof. Dr. Nicolae Oblu" Clinical Emergency Hospital Iași, 700309 Iași, Romania.ORCID 0000-0003-2791-3400
Diana-Ioana BobocMedical Oncology-Radiotherapy Department, "Grigore T. Popa" University of Medicine and Pharmacy Iași, 700115 Iași, Romania.ORCID 0009-0007-7650-7798
Mădălina-Raluca OstafeMedical Oncology-Radiotherapy Department, "Grigore T. Popa" University of Medicine and Pharmacy Iași, 700115 Iași, Romania.
Maricel AgopPhysics Department, "Gheorghe Asachi" Technical University Iași, 700050 Iași, Romania.
Lăcrămioara OchiuzFaculty of Pharmacy, "Grigore T. Popa" University of Medicine and Pharmacy Iași, 700115 Iași, Romania.ORCID 0000-0001-6447-0958
Ștefan Lucian BurleaFaculty of Pharmacy, "Grigore T. Popa" University of Medicine and Pharmacy Iași, 700115 Iași, Romania.
Dragoș Ioan RusuDepartment of Environmental Engineering, Mechanical Engineering, Faculty of Engineering, "V. Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-5485-0620
Laurențiu BujorAmethyst Radiotherapy, Drumul Odăii nr. 42, 719241 Otopeni, Romania.
Dragoș Teodor IancuMedical Oncology-Radiotherapy Department, "Grigore T. Popa" University of Medicine and Pharmacy Iași, 700115 Iași, Romania.
Simona Ruxandra VolovățMedical Oncology-Radiotherapy Department, "Grigore T. Popa" University of Medicine and Pharmacy Iași, 700115 Iași, Romania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

hybrid deep learning architecturemultimodal MRI biomarkersprognostic modeling in neuro-oncologyradiomic feature integrationsurvival regression in brain metastases

Identifiers

PMID40428235
PMCPMC12109748

What Socratic 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 Socratic graph.