Evidence map›Paper›PMID 40002836›Full record

ArticleBiomedicines2025

Streamlit Application and Deep Learning Model for Brain Metastasis Monitoring After Gamma Knife Treatment.

Răzvan Buga, Călin Gh Buzea, Maricel Agop, Lăcrămioara Ochiuz, Decebal Vasincu, Ovidiu Popa, Dragoș Ioan Rusu, Ioana Știrban, Lucian Eva

Abstract read
In one paragraph

Article in Biomedicines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. 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.

Răzvan BugaClinical Emergency Hospital "Prof. Dr. Nicolae Oblu" Iași, 700309 Iași, Romania.
Călin Gh BuzeaClinical Emergency Hospital "Prof. Dr. Nicolae Oblu" Iași, 700309 Iași, Romania.ORCID 0000-0003-2791-3400
Maricel AgopPhysics Department, Technical University "Gheorghe Asachi" Iași, 700050 Iași, Romania.
Lăcrămioara OchiuzFaculty of Medicine, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.ORCID 0000-0001-6447-0958
Decebal VasincuFaculty of Medicine, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.ORCID 0000-0002-7139-0304
Ovidiu PopaFaculty of Medicine, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.ORCID 0000-0001-9434-1751
Dragoș Ioan RusuFaculty of Science, University "Vasile Alecsandri" of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-5485-0620
Ioana ȘtirbanClinical Emergency Hospital "Prof. Dr. Nicolae Oblu" Iași, 700309 Iași, Romania.
Lucian EvaClinical Emergency Hospital "Prof. Dr. Nicolae Oblu" Iași, 700309 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

AI-powered clinical decision supportbrain metastasis monitoringdeep learning-based classificationdeep learning in medical imaginggamma knife radiosurgery outcomes

Identifiers

PMID40002836
PMCPMC11852629

What OpenQuestion holds

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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.