ArticleSensors (Basel, Switzerland)2026
Interpolation and Imputation Strategies for Missing Segments in Continuous Pressure-Flow Cerebral Bio-Signals: A Systematic Scoping Review.
Isuru Sachitha Herath, Izabella Marquez, Julia Ryznar, Xue Nemoga-Stout, Yushu Shao, Rakibul Hasan, Amanjyot Singh Sainbhi, Kevin Y Stein, Nuray Vakitbilir, Noah Silvaggio and 4 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
14 authors.
Isuru Sachitha HerathDepartment of Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0002-3762-8374 Izabella MarquezUndergraduate Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, 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.
Yushu ShaoDepartment of Statistics, Faculty of Science, University of Manitoba, Winnipeg, MB R3T 2M8, Canada.
Rakibul HasanDepartment of Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.
Amanjyot Singh SainbhiDepartment of Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0003-3231-5683 Kevin Y SteinDepartment of Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0002-5983-008X Nuray VakitbilirDepartment of 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 Mansoor HayatSection of Neurosurgery, Department of Surgery, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3A 1R9, Canada.ORCID 0000-0002-1131-2398 Jaewoong MoonSection of Neurosurgery, Department of Surgery, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3A 1R9, Canada.ORCID 0000-0002-8062-0570 Tobias BergmannDepartment of Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0009-0001-1082-6485 Frederick A ZeilerDepartment of Biomedical Engineering, Price Faculty of Engineering, University of Manitoba, Winnipeg, MB R3T 5V6, Canada.ORCID 0000-0003-1737-0510 Funding
CIHR CIHR; Grant #: 530549Research Manitoba Grant #: 6554
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
Cerebrovascular CirculationSignal Processing, Computer-AssistedAlgorithmsHumansMonitoring, Physiologiccontinuous pressure-flow cerebral bio-signalsimputationinterpolationmissing dataneurocritical care monitoring
Identifiers
PMID42197944
PMCPMC13210763
What Socratic holds
Textmetadata
LicenceCC BY
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