Evidence mapPaperPMID 42354604Full record

ArticleHealthcare (Basel, Switzerland)2026

Distribution of Muscle Mass and Fat Mass to Identify the Risk of Sarcopenia and Sarcopenic Obesity in Adults via Machine Learning.

Rodrigo Yáñez-Sepúlveda, Frano Giakoni-Ramírez, Juan Pablo Alarcón-Cortés, Juan David Paucar-Uribe, Boryi A Becerra-Patiño, Eduardo Guzmán-Muñoz, Nicole Aguilera-Martínez, Vicente Javier Clemente-Suárez, José Francisco López-Gil

Abstract read
In one paragraph

Article in Healthcare (Basel, Switzerland), 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

9 authors.

Rodrigo Yáñez-SepúlvedaFaculty Education and Humanities, Universidad Andres Bello, Viña del Mar 2520000, Chile.ORCID 0000-0002-9311-6576
Frano Giakoni-RamírezFaculty Education and Humanities, Universidad Andres Bello, Viña del Mar 2520000, Chile.ORCID 0000-0002-2685-8991
Juan Pablo Alarcón-CortésDepartamento de Rehabilitación, Intervención y Abordaje Terapéutico, Universidad de Playa Ancha, Valparaíso 2340000, Chile.
Juan David Paucar-UribeFaculty of Physical Education, National Pedagogical University, Bogotá 480100, Colombia.ORCID 0000-0003-4462-1733
Boryi A Becerra-PatiñoFaculty of Physical Education, National Pedagogical University, Bogotá 480100, Colombia.ORCID 0000-0002-9581-5071
Eduardo Guzmán-MuñozEscuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Talca 3460000, Chile.ORCID 0000-0001-7001-9004
Nicole Aguilera-MartínezEscuela de Nutrición y Dietética, Facultad Ciencias de la Salud, Universidad Católica del Maule, Talca 3460000, Chile.ORCID 0000-0002-8542-7753
Vicente Javier Clemente-SuárezGrupo de Investigación en Cultura, Educación y Sociedad, Universidad de la Costa, Barranquilla 080002, Colombia.ORCID 0000-0002-2397-2801
José Francisco López-GilSchool of Medicine, Universidad Espíritu Santo, Samborondón 092301, Ecuador.ORCID 0000-0002-7412-7624

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

appendicular skeletal muscle mass indexbody compositionfat-to-muscle ratiosarcopeniasarcopenic obesityunsupervised machine learning

Identifiers

PMID42354604
PMCPMC13300401

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.