ArticleSensors (Basel, Switzerland)2026
Missing Data Gap Imputation Methods in Electroencephalogram (EEG) Signals: A Systematic Scoping Review.
Tobias Bergmann, Michael Movshovich, Yushu Shao, Julia Ryznar, Xue Nemoga-Stout, Izabella Marquez, Isuru Herath, Amanjyot Singh Sainbhi, Nuray Vakitbilir, Noah Silvaggio and 5 more
Abstract readScoping Review
In one paragraphArticle 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
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 registryThe 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 literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
15 authors.
Tobias BergmannGraduate Program in Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0009-0001-1082-6485 Michael MovshovichUndergraduate Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3E 3P5, Canada.ORCID 0009-0009-5179-7105 Yushu ShaoDepartment of Statistics, Faculty of Science, University of Manitoba, Winnipeg, MB R3T 2M8, Canada.
Julia RyznarUndergraduate Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.
Xue Nemoga-StoutUndergraduate Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.
Izabella MarquezUndergraduate Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.
Isuru HerathGraduate Program in Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0002-3762-8374 Amanjyot Singh SainbhiGraduate Program in Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0003-3231-5683 Nuray VakitbilirGraduate Program in Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0003-2764-145X Noah SilvaggioDepartment of Human Anatomy and Cell Science, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3E 0J9, Canada.ORCID 0009-0003-3860-8134 Rakibul HasanGraduate Program in Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.
Kevin Y SteinGraduate Program in Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0002-5983-008X Hina ShaheenDepartment of Statistics, Faculty of Science, University of Manitoba, Winnipeg, MB R3T 2M8, Canada.ORCID 0000-0002-4021-6792 Jaewoong MoonSection of Neurosurgery, Department of Surgery, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3A 1R9, Canada.
Frederick A ZeilerGraduate Program in Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0003-1737-0510 Funding
Endowed Manitoba Public Insurance (MPI) Chair in Neuroscience NANatural Sciences and Engineering Research Council of Canada ALLRP-578524-22Natural Sciences and Engineering Research Council of Canada Canadian Graduate Scholarship - Master'sNatural Sciences and Engineering Research Council of Canada PGS-D - 600433 - 2025
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
ElectroencephalographySignal Processing, Computer-AssistedAlgorithmsHumansMachine Learningelectroencephalogramgap reconstructionimputation methodologiesmissing segments
Identifiers
PMID42076541
PMCPMC13119862
What Socratic holds
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LicenceCC BY
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