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. 2021 Jul 15;11:14538. doi: 10.1038/s41598-021-93783-8

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© The Author(s) 2021

Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Overall structure of the proposed fuzzy rank-based ensemble of CNN models used for classification of cervical cytology (the image of the microscope under “Cytology” has been taken from the website (open-access) by Marsh et al.⁸, and the pap stained image under “Input Images” has been taken from the publicly available SIPaKMeD Pap Smear dataset⁹ used in this research and the complete image has been made by R.K. using Google Slides).