Evidence map›Paper›PMID 41374421›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Machine Learning Model with Fourier-Transform Infrared Spectroscopy (FTIR) as a Proof-of-Concept Tool for Predicting Group A

Valeria Fox, Gianluca Vrenna, Martina Rossitto, Serena Raimondi, Marco Cristiano, Venere Cortazzo, Marilena Agosta, Barbara Lucignano, Manuela Onori, Vanessa Tuccio Guarna Assanti and 8 more

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. 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

18 authors.

Valeria FoxMultimodal Laboratory Medicine, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.ORCID 0000-0002-4552-8461
Gianluca VrennaMultimodal Laboratory Medicine, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.ORCID 0000-0001-6906-9506
Martina RossittoMultimodal Laboratory Medicine, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.ORCID 0000-0001-5331-3973
Serena RaimondiMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Marco CristianoMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.ORCID 0009-0000-5995-582X
Venere CortazzoMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.ORCID 0000-0001-7129-9001
Marilena AgostaMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.ORCID 0000-0002-6017-3232
Barbara LucignanoMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Manuela OnoriMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Vanessa Tuccio Guarna AssantiMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Maria Stefania LepantoMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Nour EssaMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Isabella Tarissi De JacobisGeneral Pediatric and Infectious Disease Unit, Pediatric Emergency Medicine, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Andrea CampanaPediatrics Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Massimiliano RaponiMedical Direction, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Alberto VillaniGeneral Pediatric and Infectious Disease Unit, Pediatric Emergency Medicine, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.ORCID 0000-0002-9120-0424
Carlo Federico PernoMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.
Paola BernaschiMicrobiology and Diagnostic Immunology Unit, Bambino Gesù Children's Hospital, IRCCS, 00165 Rome, Italy.

Funding

Ministero della Salute RC2025_INNOV_FOXNextGeneration EU-MUR PNRR PE00000007
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

emm-type predictionFTIRGASmachine learning models

Identifiers

PMID41374421
PMCPMC12691312

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.