Evidence map›Paper›PMID 41156597›Full record

ArticlePathogens (Basel, Switzerland)2025

Integrating Machine Learning and Molecular Methods for

Vittorio Ivagnes, Elena De Carolis, Carlotta Magrì, Manuel J Arroyo, Giacomina Pavan, Anna Cristina Maria Prigitano, Anuradha Chowdhary, Maurizio Sanguinetti

Abstract read
In one paragraph

Article in Pathogens (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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

2 citing papers in PubMed.

  1. Review
  2. UnmaskingPathogens (Basel, Switzerland) · 2026
    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

8 authors.

Vittorio IvagnesDipartimento di Scienze di Laboratorio ed Ematologiche, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, 00168 Rome, Italy.
Elena De CarolisDipartimento di Scienze di Laboratorio ed Ematologiche, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, 00168 Rome, Italy.ORCID 0000-0003-4757-7256
Carlotta MagrìDipartimento di Scienze di Laboratorio ed Ematologiche, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, 00168 Rome, Italy.
Manuel J ArroyoClover Bioanalytical Software S.L., 18016 Granada, Spain.ORCID 0000-0003-0435-9347
Giacomina PavanDepartment of Microbiology, San Bortolo Hospital, 36100 Vicenza, Italy.
Anna Cristina Maria PrigitanoDepartment Biomedical Sciences for Health, Università degli Studi di Milano, 20122 Milano, Italy.ORCID 0000-0001-8221-7542
Anuradha ChowdharyMedical Mycology Unit, Department of Microbiology, Vallabhbhai Patel Chest Institute, University of Delhi, Delhi 110007, India.ORCID 0000-0002-2028-7462
Maurizio SanguinettiDipartimento di Scienze di Laboratorio ed Ematologiche, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, 00168 Rome, Italy.ORCID 0000-0002-9780-7059

Funding

Next Generation EU-MUR PNRR Extended Partnership initiative on Emerging Infectious Diseases PE00000007, INF-ACT
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Drug Resistance, FungalMachine LearningSpectrometry, Mass, Matrix-Assisted Laser Desorption-IonizationTineaTrichophytonAntifungal AgentsHumansMicrobial Sensitivity TestsTerbinafineAntifungal AgentsTerbinafineantifungal susceptibility testingbiomarker discoverydermatophytosisfungal diagnosticsmachine learningMALDI-TOF MSsqualene epoxidaseterbinafine resistanceTrichophyton indotineae

Identifiers

PMID41156597
PMCPMC12567187

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.