Evidence map›Paper›PMID 41662266›Full record

ArticleJournal of proteome research2026

Toward Robust Machine Learning Models for MALDI-TOF MS: Novel Approaches for

Erica Padial-Fuillerat, Juan E Martínez-Manjón, Igor Zwir, Manuel J Arroyo, Mario Blázquez-Sánchez, David Rodríguez-Temporal, Belén Rodríguez, Luis Mancera, Coral Del Val

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of proteome research, 2026. 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

9 authors.

Erica Padial-FuilleratClover Bioanalytical Software S.L, Granada 18016, Spain.
Juan E Martínez-ManjónDepartment of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI), University of Granada, Granada 18071, Spain.ORCID 0009-0005-6120-9195
Igor ZwirDepartment of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI), University of Granada, Granada 18071, Spain.
Manuel J ArroyoClover Bioanalytical Software S.L, Granada 18016, Spain.
Mario Blázquez-SánchezClinical Microbiology and Infectious Diseases Department, Hospital General Universitario Gregorio Marañón, Madrid 28007, Spain.
David Rodríguez-TemporalClinical Microbiology and Infectious Diseases Department, Hospital General Universitario Gregorio Marañón, Madrid 28007, Spain.
Belén RodríguezClinical Microbiology and Infectious Diseases Department, Hospital General Universitario Gregorio Marañón, Madrid 28007, Spain.
Luis ManceraClover Bioanalytical Software S.L, Granada 18016, Spain.
Coral Del ValDepartment of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI), University of Granada, Granada 18071, Spain.ORCID 0000-0002-2212-2039

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Distinguishing

Indexed as

Machine LearningMycobacterium abscessusSpectrometry, Mass, Matrix-Assisted Laser Desorption-IonizationHumansSupport Vector MachineAMRbatch effectfeature selectionmachine learningMALDI-TOFmycobacteriumrobust biomarkers

Identifiers

PMID41662266
PMCPMC12973297

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.