{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,23]],"date-time":"2026-10-23T21:28:10Z","timestamp":1792790890778,"version":"4.5.0"},"reference-count":16,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,12,9]],"date-time":"2025-12-09T00:00:00Z","timestamp":1765238400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2025,12,23]],"date-time":"2025-12-23T00:00:00Z","timestamp":1766448000000},"content-version":"vor","delay-in-days":14,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"funder":[{"name":"Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Argentina Instituto de Efectividad Cl\u00ednica y Sanitaria (IECS, Argentina) and International Development Research Centre","id":[{"id":"https:\/\/ror.org\/02nvt4474","id-type":"ROR","asserted-by":"crossref"}]},{"name":"Instituto de Efectividad Cl\u00ednica y Sanitaria (IECS, Argentina) and International Development Research Centre","id":[{"id":"https:\/\/ror.org\/02nvt4474","id-type":"ROR","asserted-by":"crossref"}]},{"name":"Instituto de Efectividad Cl\u00ednica y Sanitaria (IECS, Argentina) and International Development Research Centre","id":[{"id":"https:\/\/ror.org\/02nvt4474","id-type":"ROR","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Sci Data"],"DOI":"10.1038\/s41597-025-06280-2","type":"journal-article","created":{"date-parts":[[2025,12,9]],"date-time":"2025-12-09T11:04:02Z","timestamp":1765278242000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["RIVA: An Image Dataset of Conventional Pap Smear Cytology with Multiple Independent Annotations"],"prefix":"10.1038","volume":"12","author":[{"given":"Paula","family":"Perez Bianchi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sol","family":"Anselmo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Malena","family":"V\u00e1squez Curri\u00e9","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jimena","family":"Medel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Estefan\u00eda","family":"Uelf","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alicia","family":"Dos Santos","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Noem\u00ed","family":"Buosi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rosana","family":"Vargas","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Juliana","family":"Reves Szemere","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bruno","family":"Volcovinsky","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hugo","family":"Massaroli","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Manuel","family":"Andrade","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alejandro","family":"Monastra","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Emmanuel","family":"Iarussi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Viviana","family":"Siless","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0146-2699","authenticated-orcid":false,"given":"Luciana","family":"Bruno","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,12,9]]},"reference":[{"issue":"3","key":"6280_CR1","doi-asserted-by":"publisher","first-page":"209","DOI":"10.3322\/caac.21660","volume":"71","author":"H Sung","year":"2021","unstructured":"Sung, H. et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA: A Cancer Journal for Clinicians 71(3), 209\u2013249, https:\/\/doi.org\/10.3322\/caac.21660 (2021).","journal-title":"CA: A Cancer Journal for Clinicians"},{"issue":"1","key":"6280_CR2","doi-asserted-by":"publisher","first-page":"88","DOI":"10.1038\/sj.bjc.6601027","volume":"89","author":"P Sasieni","year":"2003","unstructured":"Sasieni, P., Adams, J. & Cuzick, J. Benefits of cervical screening at different ages: Evidence from the UK audit of screening histories. British Journal of Cancer 89(1), 88\u201393, https:\/\/doi.org\/10.1038\/sj.bjc.6601027 (2003).","journal-title":"British Journal of Cancer"},{"issue":"4","key":"6280_CR3","doi-asserted-by":"publisher","first-page":"282","DOI":"10.3802\/jgo.2012.23.4.282","volume":"23","author":"JD Boone","year":"2012","unstructured":"Boone, J. D., Erickson, B. K. & Huh, W. K. New insights into cervical cancer screening. Journal of Gynecologic Oncology 23(4), 282 (2012).","journal-title":"Journal of Gynecologic Oncology"},{"issue":"6","key":"6280_CR4","doi-asserted-by":"publisher","first-page":"e271","DOI":"10.1016\/S2589-7500(19)30123-2","volume":"1","author":"X Liu","year":"2019","unstructured":"Liu, X. et al. A comparison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta-analysis. The Lancet Digital Health 1(6), e271\u2013e297 (2019).","journal-title":"The Lancet Digital Health"},{"key":"6280_CR5","doi-asserted-by":"publisher","first-page":"101934","DOI":"10.1016\/j.compmedimag.2021.101934","volume":"91","author":"AV Matias","year":"2021","unstructured":"Matias, A. V. et al. What is the state of the art of computer vision-assisted cytology? A systematic literature review. Computerized Medical Imaging and Graphics 91, 101934 (2021).","journal-title":"Computerized Medical Imaging and Graphics"},{"key":"6280_CR6","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-025-04374-5","volume":"12","author":"X Zhang","year":"2025","unstructured":"Zhang, X. et al. A large annotated cervical cytology images dataset for AI models to aid cervical cancer screening. Scientific Data 12, 23 (2025).","journal-title":"Scientific Data"},{"key":"6280_CR7","unstructured":"Jantzen, J., Norup, J., Dounias, G. & Bjerregaard, B. Pap-smear benchmark data for pattern classification. Nature Inspired Smart Information Systems (NiSIS 2005), 1\u20139 (2005)."},{"key":"6280_CR8","doi-asserted-by":"crossref","unstructured":"Plissiti, M. E. et al. Sipakmed: A new dataset for feature and image based classification of normal and pathological cervical cells in pap smear images. Proc. IEEE Int. Conf. Image Process. (ICIP), 3144\u20133148 (2018).","DOI":"10.1109\/ICIP.2018.8451588"},{"key":"6280_CR9","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-021-00933-8","volume":"8","author":"MT Rezende","year":"2021","unstructured":"Rezende, M. T. et al. CRIC searchable image database as a public platform for conventional pap smear cytology data. Scientific Data 8, 93, https:\/\/doi.org\/10.1038\/s41597-021-00933-8 (2021).","journal-title":"Scientific Data"},{"key":"6280_CR10","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-024-03596-3","volume":"11","author":"D Kupas","year":"2024","unstructured":"Kupas, D. et al. Annotated Pap cell images and smear slices for cell classification. Scientific Data 11, 743 (2024).","journal-title":"Scientific Data"},{"issue":"S2","key":"6280_CR11","doi-asserted-by":"publisher","first-page":"2687","DOI":"10.1007\/s10462-023-10588-z","volume":"56","author":"P Jiang","year":"2023","unstructured":"Jiang, P. et al. A systematic review of deep learning-based cervical cytology screening: from cell identification to whole slide image analysis. Artificial Intelligence Review 56(S2), 2687\u20132758, https:\/\/doi.org\/10.1007\/s10462-023-10588-z (2023).","journal-title":"Artificial Intelligence Review"},{"key":"6280_CR12","doi-asserted-by":"publisher","first-page":"103520","DOI":"10.1016\/j.micron.2023.103520","volume":"173","author":"D Sambyal","year":"2023","unstructured":"Sambyal, D. & Sarwar, A. Recent developments in cervical cancer diagnosis using deep learning on whole slide images: An overview of models, techniques, challenges and future directions. Micron 173, 103520, https:\/\/doi.org\/10.1016\/j.micron.2023.103520 (2023).","journal-title":"Micron"},{"key":"6280_CR13","doi-asserted-by":"publisher","unstructured":"Perez Bianchi, P. et al. RIVA: An Image Dataset of Conventional Pap Smear Cytology with Multiple Independent Annotations [Data set]. Zenodo. RIVA Database https:\/\/doi.org\/10.5281\/zenodo.17288879 (2024).","DOI":"10.5281\/zenodo.17288879"},{"key":"6280_CR14","unstructured":"Tkachenko, M., Malyuk, M., Holmanyuk, A. & Liubimov, N. Label Studio: Data labeling software. Open source software available from https:\/\/github.com\/heartexlabs\/label-studio (2020)."},{"issue":"5","key":"6280_CR15","doi-asserted-by":"publisher","first-page":"603","DOI":"10.1109\/34.1000236","volume":"24","author":"D Comaniciu","year":"2002","unstructured":"Comaniciu, D. & Meer, P. Mean shift: A robust approach toward feature space analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence 24(5), 603\u2013619 (2002).","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"4-5","key":"6280_CR16","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1159\/000477556","volume":"61","author":"R Nayar","year":"2017","unstructured":"Nayar, R. & Wilbur, D. C. The Bethesda system for reporting cervical cytology: A historical perspective. Acta Cytologica 61(4-5), 359\u2013372 (2017).","journal-title":"Acta Cytologica"}],"container-title":["Scientific Data"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.nature.com\/articles\/s41597-025-06280-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s41597-025-06280-2","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s41597-025-06280-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,23]],"date-time":"2025-12-23T12:47:13Z","timestamp":1766494033000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.nature.com\/articles\/s41597-025-06280-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,9]]},"references-count":16,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["6280"],"URL":"https:\/\/doi.org\/10.1038\/s41597-025-06280-2","relation":{},"ISSN":["2052-4463"],"issn-type":[{"value":"2052-4463","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,12,9]]},"assertion":[{"value":"4 June 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 November 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 December 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare no competing interests.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"1991"}}