Evidence map›Paper›PMID 41977910›Full record

ArticleSensors (Basel, Switzerland)2026

A Flash Group Creation Algorithm for P300 Brain-Computer Interface Integration with Irregular Assistive Technology Keyboard Layouts.

Jane E Huggins, Palash Biswas, James K Huggins, Rishabh Chandel

Abstract read
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

4 authors.

Jane E HugginsDepartment of Physical Medicine and Rehabilitation, University of Michigan Medical School, Ann Arbor, MI 48109, USA.ORCID 0000-0001-8709-4350
Palash BiswasDepartment of Statistics, College of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI 48109, USA.
James K HugginsDepartment of Computer Science, Kettering University, Flint, MI 48504, USA.ORCID 0000-0002-2173-7365
Rishabh ChandelDepartment of Electrical Engineering and Computer Science, College of Engineering, University of Michigan, Ann Arbor, MI 48109, USA.

Funding

Compatibility Between Brain-Computer Interface and High Efficiency Augmentative and Alternative Communication Systems: Commercial ReadinessSB1DC015142 · NIDCD · PRENTKE ROMICH COMPANY · PI HILL, KATYA J, HUGGINS, JANE E · 2022 to 2024
$3.2M
Compatibility between Brain-Computer Interface and High-Efficiency Augmentative and Alternative Communication SystemsR42DC015142 · NIDCD · PRENTKE ROMICH COMPANY · PI CROSS, RUSSELL THOMAS, HILL, KATYA J · 2019 to 2021
$1.2M
NIDCD NIH HHS R42DC015142NIDCD NIH HHS SB1 DC015142NIDCD NIH HHS SB1DC015142
6 · The paper itself

Abstract

An event-related potential (ERP)-based brain-computer interface (BCI), or P300 BCI, has long been intended for communication access for individuals with severe motor impairments. BCI access to communication tools, websites, and augmentative and alternative communication (AAC) keyboards requires aligning BCI stimuli to screens with differing numbers of various-sized keys in partially populated grid layouts. Six design priorities were defined for creating and ordering flash groups: identifiability, unpredictability, perceptibility, minimality, anti-adjacency, and equality. Building on the checkerboard paradigm, multiple algorithmic approaches were evaluated on simulated AAC screens to create the magic square paradigm (MSP) for flash group creation for irregular key layouts. The MSP algorithm was then used for BCI access to the dynamic screens of a commercial AAC device that combines text-based and icon-based language representations and the resulting flash groups analyzed for design priorities of anti-adjacency and equality. The 126,944 flash groups created for 5778 selections on AAC screens had 0 groups with side-by-side adjacency, 0.02% with adjacency to an amalgamated key, and 6% with diagonally adjacent keys. The average difference between the shortest and longest flash groups was 1.9 keys. The MSP provides a novel method to access dynamic AAC keyboards with irregular layouts and multiple key sizes.

Indexed as

AlgorithmsBrain-Computer InterfacesEvent-Related Potentials, P300Communication Devices for People with DisabilitiesElectroencephalographyHumansaugmentative and alternative communicationevent-related potentialshuman–computer interface

Identifiers

PMID41977910
PMCPMC13074949

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.