Evidence map›Paper›PMID 41463017›Full record

ArticleBiomedicines2025

Machine Learning-Enabled Medical Devices Authorized by the US Food and Drug Administration in 2024: Regulatory Characteristics, Predicate Lineage, and Transparency Reporting.

Bassel Almarie, Luis Fernando Gonzalez-Gonzalez, Lucas Antônio Dos Santos Barbosa, Amelie Lutz, Ulrich Grosse, Felipe Fregni

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 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

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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

6 authors.

Bassel AlmarieNeuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation and Massachusetts General Hospital, Harvard Medical School, Boston, MA 02138, USA.
Luis Fernando Gonzalez-GonzalezNeuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation and Massachusetts General Hospital, Harvard Medical School, Boston, MA 02138, USA.
Lucas Antônio Dos Santos BarbosaGraduate Program in Neuroscience, Federal University of Santa Catarina, Florianopolis 88040-900, SC, Brazil.ORCID 0000-0001-6884-3168
Amelie LutzDepartment of Radiology, Stanford University School of Medicine, Stanford, CA 94305, USA.
Ulrich GrosseInstitute of Radiology, Cantonal Hospital Frauenfeld, 8500 Frauenfeld, Switzerland.
Felipe FregniNeuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation and Massachusetts General Hospital, Harvard Medical School, Boston, MA 02138, USA.ORCID 0000-0002-1703-7526

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

algorithmic biasartificial intelligencedemographic representationFDA 510(k)health equitymachine learningmedical device regulationpredetermined change control plansregulatory transparency

Identifiers

PMID41463017
PMCPMC12730494

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.