Evidence mapPaperPMID 40563754Full record

ReviewBrain sciences2025

Neurotechnological Approaches to Cognitive Rehabilitation in Mild Cognitive Impairment: A Systematic Review of Neuromodulation, EEG, Virtual Reality, and Emerging AI Applications.

Evgenia Gkintoni, Stephanos P Vassilopoulos, Georgios Nikolaou, Apostolos Vantarakis

Abstract readReview
In one paragraph

Review in Brain sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 2 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

12 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Unmasking the cognitive burden of adult tuberculous meningitis: A systematic review and meta analysis.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2026
    Pooled it
  3. Attentional modulation of sensory gating during a visuomotor task.The journal of physiological sciences : JPS · 2026
    Article
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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

4 authors.

Evgenia GkintoniDepartment of Educational Sciences and Social Work, University of Patras, 26504 Patras, Greece.ORCID 0000-0002-3197-2019
Stephanos P VassilopoulosDepartment of Educational Sciences and Social Work, University of Patras, 26504 Patras, Greece.ORCID 0000-0003-2133-4619
Georgios NikolaouDepartment of Educational Sciences and Social Work, University of Patras, 26504 Patras, Greece.
Apostolos VantarakisLab of Public Health, Department of Medicine, University of Patras, 26504 Patras, Greece.ORCID 0000-0003-4411-3739

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligence (AI)brain–computer interfacecognitive rehabilitationcognitive trainingdigital biomarkerselectroencephalography (EEG)machine learningmild cognitive impairment (MCI)multimodal interventionsneurofeedbackneuromodulationneuroplasticitynon-invasive brain stimulationpersonalized interventionsphysical exercisevirtual reality (VR)

Identifiers

PMID40563754
PMCPMC12190363

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.