Progressive observation of Covid-19 vaccination effects on skin-cellular structures by use of Intelligent Laser Speckle Classification (ILSC) method

dc.cclicenceCC-BY-NC-NDen
dc.contributor.authorOrun, A.
dc.contributor.authorKurugollu, F.
dc.date.acceptance2023-02-13
dc.date.accessioned2023-02-14T10:14:31Z
dc.date.available2023-02-14T10:14:31Z
dc.date.issued2023-02
dc.descriptionThe file attached to this record is the author's final peer reviewed version. The Publisher's final version can be found by following the DOI link.en
dc.description.abstractThe recent pandemic showed that the current global research strategies on vaccine development necessitates more optimized supplementary techniques to observe instant progressive vaccines’ subtle effects on human metabolism, for better evolutionary assessments. To fill this gap, we have followed a multi-disciplinary approach exploiting AI, laser-optics, and a specific imaging method. The proposed technique is able to make progressive observations on Covid-19 Astra Zeneca vaccination effects on skin cellular network by use of the well-established technique - Intelligent Laser Speckle Classification (ILSC), as Covid-19 is a skin-affecting systemic disease. The method also managed to distinguish between three different subject groups via their laser speckle skin image samplings, grouped as: early-vaccinated, late-vaccinated and non-vaccinated participants. The results have proven that the ILSC technique, in association with the parametrically optimised Bayesian network, is capable of classifying hidden skin changes of vaccinated and non-vaccinated individuals up to 90% accuracy and is also capable of detecting instant (real-time) progressive developments pertaining to skin cellular properties.en
dc.funderNo external funderen
dc.identifier.citationOrun, A. and Kurugollu, F. (2023) Progressive observation of Covid-19 vaccination effects on skin-cellular structures by use of Intelligent Laser Speckle Classification (ILSC) method. Journal of Digital Imaging,en
dc.identifier.doihttps://doi.org/10.1007/s10278-023-00795-z
dc.identifier.issn1618-727X
dc.identifier.urihttps://hdl.handle.net/2086/22510
dc.language.isoenen
dc.peerreviewedYesen
dc.publisherSpringeren
dc.researchinstituteInstitute of Artificial Intelligence (IAI)en
dc.subjectSkin cellsen
dc.subjectCovid-19 Vaccineen
dc.subjectlaser speckle imagingen
dc.subjectBayesian Netsen
dc.titleProgressive observation of Covid-19 vaccination effects on skin-cellular structures by use of Intelligent Laser Speckle Classification (ILSC) methoden
dc.typeArticleen

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