{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,30]],"date-time":"2026-03-30T11:08:15Z","timestamp":1774868895725,"version":"3.50.1"},"reference-count":11,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2026,1,6]],"date-time":"2026-01-06T00:00:00Z","timestamp":1767657600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,6]],"date-time":"2026-01-06T00:00:00Z","timestamp":1767657600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J CARS"],"DOI":"10.1007\/s11548-025-03562-3","type":"journal-article","created":{"date-parts":[[2026,1,6]],"date-time":"2026-01-06T04:53:05Z","timestamp":1767675185000},"page":"561-573","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Benchmarking variability in semantic segmentation in minimally invasive abdominal surgery"],"prefix":"10.1007","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-4427-2073","authenticated-orcid":false,"given":"L. T.","family":"Castro","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"C.","family":"Barata","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P.","family":"Martins","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"F.","family":"Afonso","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M.","family":"Pascoal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"C.","family":"Santiago","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"L.","family":"Mennillo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P.","family":"Mira","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"D.","family":"Stoyanov","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M.","family":"Chand","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"S.","family":"Bano","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A. S.","family":"Soares","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,1,6]]},"reference":[{"issue":"1","key":"3562_CR1","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-022-00707-5","volume":"5","author":"P Mascagni","year":"2022","unstructured":"Mascagni P, Alapatt D, Sestini L, Altieri MS, Madani A, Watanabe Y, Alseidi A, Redan JA, Alfieri S, Costamagna G et al (2022) Computer vision in surgery: from potential to clinical value. NPJ Digit Med 5(1):163","journal-title":"NPJ Digit Med"},{"key":"3562_CR2","doi-asserted-by":"publisher","first-page":"1391","DOI":"10.1007\/s00330-018-5695-5","volume":"29","author":"L Joskowicz","year":"2019","unstructured":"Joskowicz L, Cohen D, Caplan N, Sosna J (2019) Inter-observer variability of manual contour delineation of structures in CT. Eur Radiol 29:1391\u20131399","journal-title":"Eur Radiol"},{"key":"3562_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/s41592-023-02151-z","volume":"21","author":"L Maier-Hein","year":"2024","unstructured":"Maier-Hein L, Reinke A, Godau P, Tizabi MD, Buettner F, Christodoulou E, Glocker B, Isensee F, Kleesiek J, Kozubek M et al (2024) Metrics reloaded: recommendations for image analysis validation. Nat. methods 21:1\u2013186","journal-title":"Nat. methods"},{"key":"3562_CR4","doi-asserted-by":"publisher","first-page":"21300","DOI":"10.1109\/ACCESS.2023.3249759","volume":"11","author":"F Yang","year":"2023","unstructured":"Yang F, Zamzmi G, Angara S, Rajaraman S, Aquilina A, Xue Z, Jaeger S, Papagiannakis E, Antani SK (2023) Assessing inter-annotator agreement for medical image segmentation. IEEE Access 11:21300\u201321312","journal-title":"IEEE Access"},{"issue":"2","key":"3562_CR5","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1016\/j.diii.2023.08.001","volume":"105","author":"S Moli`ere","year":"2024","unstructured":"Moli`ere S, Hamzaoui D, Granger B, Montagne S, Allera A, Ezziane M, Luzurier A, Quint R, Kalai M, Ayache N, Delingette H, Renard-Penna R (2024) Reference standard for the evaluation of automatic segmentation algorithms: quantification of inter observer variability of manual delineation of prostate contour on mri. Diagn Interv Imaging 105(2):65\u201373. https:\/\/doi.org\/10.1016\/j.diii.2023.08.001","journal-title":"Diagn Interv Imaging"},{"key":"3562_CR6","unstructured":"Ribeiro V, Avila S, Valle E (2019) Handling inter-annotator agreement for automated skin lesion segmentation. https:\/\/arxiv.org\/abs\/1906.02415"},{"issue":"1","key":"3562_CR7","doi-asserted-by":"publisher","first-page":"654","DOI":"10.1038\/s41467-024-44824-z","volume":"15","author":"J Ma","year":"2024","unstructured":"Ma J, He Y, Li F, Han L, You C, Wang B (2024) Segment anything in medical images. Nat Commun 15(1):654","journal-title":"Nat Commun"},{"issue":"1","key":"3562_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/s41597-022-01719-2","volume":"10","author":"M Carstens","year":"2023","unstructured":"Carstens M, Rinner FM, Bodenstedt S, Jenke AC, Weitz J, Distler M, Speidel S, Kolbinger FR (2023) The dresden surgical anatomy dataset for abdominal organ segmentation in surgical data science. Sci Data 10(1):1\u20138","journal-title":"Sci Data"},{"key":"3562_CR9","doi-asserted-by":"publisher","unstructured":"Mascagni P, Alapatt D, Murali A, Vardazaryan A, Garcia Vazquez A, Okamoto N, Costamagna G, Mutter D, Marescaux J, Dallemagne B, Padoy N (2024) Endoscapes2023, A critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy (version 1.0.0). PhysioNet. RRID:SCR_007345. https:\/\/doi.org\/10.13026\/czwq-jh81","DOI":"10.13026\/czwq-jh81"},{"issue":"7","key":"3562_CR10","doi-asserted-by":"publisher","first-page":"903","DOI":"10.1109\/TMI.2004.828354","volume":"23","author":"SK Warfield","year":"2004","unstructured":"Warfield SK, Zou KH, Wells WM (2004) Simultaneous truth and performance level estimation (staple): an algorithm for the validation of image segmentation. IEEE Trans Med Imaging 23(7):903\u2013921","journal-title":"IEEE Trans Med Imaging"},{"key":"3562_CR11","first-page":"3992","volume":"2023","author":"A Kirillov","year":"2023","unstructured":"Kirillov A, Mintun E, Ravi N, Mao H, Rolland C, Gustafson L, Xiao T, Whitehead S, Berg AC, Lo W, Doll\u00e1r P, Girshick RB (2023) Segment anything. IEEE\/CVF Int Conf Comput Vis (ICCV) 2023:3992\u20134003","journal-title":"IEEE\/CVF Int Conf Comput Vis (ICCV)"}],"container-title":["International Journal of Computer Assisted Radiology and Surgery"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-025-03562-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11548-025-03562-3","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-025-03562-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,30]],"date-time":"2026-03-30T10:21:07Z","timestamp":1774866067000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11548-025-03562-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,6]]},"references-count":11,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2026,3]]}},"alternative-id":["3562"],"URL":"https:\/\/doi.org\/10.1007\/s11548-025-03562-3","relation":{},"ISSN":["1861-6429"],"issn-type":[{"value":"1861-6429","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1,6]]},"assertion":[{"value":"8 June 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 December 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 January 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"All authors certify that they have no affiliations with or involvement in any organization or entity with any financial interest or non-financial interest in the subject matter or materials discussed in this manuscript.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}