Evidence map›Paper›PMID 41008361›Full record

ArticleBrain sciences2025

Analysis of Neurophysiological Correlates of Mental Fatigue in Both Monotonous and Demanding Driving Conditions.

Francesca Dello Iacono, Luca Guinti, Marianna Cecchetti, Andrea Giorgi, Dario Rossi, Vincenzo Ronca, Alessia Vozzi, Rossella Capotorto, Fabio Babiloni, Pietro Aricò and 5 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Brain sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–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

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. 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

15 authors.

Francesca Dello IaconoDepartment of Computer, Automatic and Management Engineering, Faculty of Information Engineering, Computer Science and Statistics, Sapienza University of Rome, 00185 Rome, Italy.
Luca GuintiDepartment of Molecular Medicine, Faculty of Pharmacy and Medicine, Sapienza University of Rome, 00185 Rome, Italy.
Marianna CecchettiDepartment of Computer, Automatic and Management Engineering, Faculty of Information Engineering, Computer Science and Statistics, Sapienza University of Rome, 00185 Rome, Italy.
Andrea GiorgiDepartment of Molecular Medicine, Faculty of Pharmacy and Medicine, Sapienza University of Rome, 00185 Rome, Italy.ORCID 0000-0001-6220-3389
Dario RossiDepartment of Molecular Medicine, Faculty of Pharmacy and Medicine, Sapienza University of Rome, 00185 Rome, Italy.ORCID 0000-0002-9912-7006
Vincenzo RoncaDepartment of Computer, Automatic and Management Engineering, Faculty of Information Engineering, Computer Science and Statistics, Sapienza University of Rome, 00185 Rome, Italy.ORCID 0000-0002-7174-6331
Alessia VozziBrainSigns srl, Via Tirso, 14, 00198 Rome, Italy.ORCID 0000-0002-8584-5023
Rossella CapotortoDepartment of Anatomical, Histological, Forensic and Orthopedic Sciences, Sapienza University of Rome, 00161 Rome, Italy.ORCID 0009-0005-0842-2915
Fabio BabiloniBrainSigns srl, Via Tirso, 14, 00198 Rome, Italy.ORCID 0000-0002-4962-176X
Pietro AricòDepartment of Computer, Automatic and Management Engineering, Faculty of Information Engineering, Computer Science and Statistics, Sapienza University of Rome, 00185 Rome, Italy.ORCID 0000-0002-3831-6620
Gianluca BorghiniDepartment of Molecular Medicine, Faculty of Pharmacy and Medicine, Sapienza University of Rome, 00185 Rome, Italy.ORCID 0000-0001-8560-5671
Marteyn Van GasterenInstituto Tecnológico de Castilla y León (ITCL), 09001 Burgos, Spain.ORCID 0000-0003-3062-8088
Javier MelusInstituto Tecnológico de Castilla y León (ITCL), 09001 Burgos, Spain.
Manuel PicardiEuropean Driving School Association, 1040 Brussels, Belgium.
Gianluca Di FlumeriDepartment of Molecular Medicine, Faculty of Pharmacy and Medicine, Sapienza University of Rome, 00185 Rome, Italy.ORCID 0000-0003-4426-051X

Funding

European Commission 101114765European Commission 101114838European Commission 953432
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

EEG indexmental fatiguemultimodal assessmentroad safetysimulated driving

Identifiers

PMID41008361
PMCPMC12468450

What OpenQuestion holds

Textmetadata
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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.