Evidence map›Paper›PMID 41898357›Full record

ArticleBiomedicines2026

FedIHRAS: A Privacy-Preserving Federated Learning Framework for Multi-Institutional Collaborative Radiological Analysis with Integrated Explainability and Automated Clinical Reporting.

André Luiz Marques Serrano, Gabriel Arquelau Pimenta Rodrigues, Guilherme Dantas Bispo, Vinícius Pereira Gonçalves, Geraldo Pereira Rocha Filho, Maria Gabriela Mendonça Peixoto, Rodrigo Bonacin, Rodolfo Ipolito Meneguette

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biomedicines, 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

8 authors.

André Luiz Marques SerranoDepartment of Electrical Engineering, University of Brasilia, Brasília 70910-900, Brazil.ORCID 0000-0001-5182-0496
Gabriel Arquelau Pimenta RodriguesDepartment of Electrical Engineering, University of Brasilia, Brasília 70910-900, Brazil.ORCID 0000-0002-4502-2153
Guilherme Dantas BispoDepartment of Electrical Engineering, University of Brasilia, Brasília 70910-900, Brazil.ORCID 0000-0002-4938-2076
Vinícius Pereira GonçalvesDepartment of Electrical Engineering, University of Brasilia, Brasília 70910-900, Brazil.ORCID 0000-0002-3771-2605
Geraldo Pereira Rocha FilhoDepartment of Exact and Technological Sciences, State University of Southwest Bahia, Vitória da Conquista 45083-900, Brazil.ORCID 0000-0001-6795-2768
Maria Gabriela Mendonça PeixotoDepartment of Electrical Engineering, University of Brasilia, Brasília 70910-900, Brazil.ORCID 0000-0003-1238-2301
Rodrigo BonacinRenato Archer Information Technology Center, Campinas 13069-901, Brazil.ORCID 0000-0003-3441-0887
Rodolfo Ipolito MeneguetteInstitute of Mathematical and Computer Sciences, University of São Paulo, São Carlos 13566-590, Brazil.ORCID 0000-0003-2982-4006

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

chest X-rayfederated learningprivacyradiology

Identifiers

PMID41898357
PMCPMC13023735

What OpenQuestion holds

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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.