Evidence map›Paper›PMID 42122502›Full record

ArticleSensors (Basel, Switzerland)2026

Comparison of Point-and-Click Performance Between the Brainfingers BCI and the Mouse.

Alexandros Pino, Dimitrios Vrailas, Georgios Kouroupetroglou

Abstract readComparative Study
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. 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

3 authors.

Alexandros PinoDepartment of Informatics and Telecommunications, National and Kapodistrian University of Athens, 15784 Athens, Greece.ORCID 0000-0002-1993-2284
Dimitrios VrailasDepartment of Informatics and Telecommunications, National and Kapodistrian University of Athens, 15784 Athens, Greece.ORCID 0009-0007-2481-8332
Georgios KouroupetroglouDepartment of Informatics and Telecommunications, National and Kapodistrian University of Athens, 15784 Athens, Greece.ORCID 0000-0003-4633-9475

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study quantitatively evaluates the performance of a non-invasive hybrid brain-computer interface (BCI) compared to a conventional mouse in pointing (point-and-click) tasks. A commercial wearable BCI (Brainfingers), based on electromyography (EMG) and electrooculography (EOG) signals with low-level electroencephalography (EEG) components, was assessed against a Microsoft Optical Mouse using ISO/TS 9241-411-based one-dimensional (1D) and two-dimensional (2D) target acquisition tasks. Pointer coordinates were recorded and analyzed using Fitts' law metrics. A total of 48 non-disabled participants completed the experiments. The results reveal significant performance differences between the two input devices. The BCI device exhibits substantially lower performance than the mouse across the reported Fitts' law measures. Mean throughput was 0.35 bits/s for the BCI and 6.03 bits/s for the mouse in the 1D tests and 0.43 bits/s for the BCI and 5.17 bits/s for the mouse in the 2D tests. Despite the BCI's low performance and although the present experiments involved non-disabled participants, the findings, considered alongside the prior literature on Brainfingers and non-invasive BCIs for computer access, suggest that the device may still have assistive technology value for users with severe motor impairments.

Indexed as

Brain-Computer InterfacesAdultElectroencephalographyElectromyographyElectrooculographyFemaleHumansMaleSignal Processing, Computer-AssistedWearable Electronic Devicesassistive technologybrain–computer interfaceFitts’ lawhuman–computer interactionISO/TS 9241-411pointer controlpointing performance

Identifiers

PMID42122502
PMCPMC13165996

What OpenQuestion holds

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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.