{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T15:23:00Z","timestamp":1790868180112,"version":"4.1.0"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"12","license":[{"start":{"date-parts":[[2023,5,9]],"date-time":"2023-05-09T00:00:00Z","timestamp":1683590400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,5,9]],"date-time":"2023-05-09T00:00:00Z","timestamp":1683590400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["81971685"],"award-info":[{"award-number":["81971685"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Scientific Research Project of Jiangsu Provincial Health Commission","award":["No.ZD2022015"],"award-info":[{"award-number":["No.ZD2022015"]}]},{"name":"Science and Technology Development Project of Suzhou","award":["SKY2022054"],"award-info":[{"award-number":["SKY2022054"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Surg Today"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1007\/s00595-023-02696-8","type":"journal-article","created":{"date-parts":[[2023,5,10]],"date-time":"2023-05-10T23:26:33Z","timestamp":1683761193000},"page":"1352-1362","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Using machine learning models to predict the surgical risk of children with pancreaticobiliary maljunction and biliary dilatation"],"prefix":"10.1007","volume":"53","author":[{"given":"Hui-min","family":"Mao","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shun-gen","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yang","family":"Yang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tian-na","family":"Cai","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wan-liang","family":"Guo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,5,9]]},"reference":[{"key":"2696_CR1","doi-asserted-by":"publisher","first-page":"S84","DOI":"10.1016\/j.cgh.2009.08.024","volume":"7","author":"T Kamisawa","year":"2009","unstructured":"Kamisawa T, Takuma K, Anjiki H, Egawa N, Kurata M, Honda G, et al. Pancreaticobiliary maljunction. Clin Gastroenterol Hepatol. 2009;7:S84\u20138.","journal-title":"Clin Gastroenterol Hepatol"},{"key":"2696_CR2","doi-asserted-by":"publisher","first-page":"731","DOI":"10.1007\/s00535-012-0611-2","volume":"47","author":"T Kamisawa","year":"2012","unstructured":"Kamisawa T, Ando H, Suyama M, Shimada M, Morine Y, Shimada H, et al. Japanese clinical practice guidelines for pancreaticobiliary maljunction. J Gastroenterol. 2012;47:731\u201359.","journal-title":"J Gastroenterol"},{"key":"2696_CR3","doi-asserted-by":"publisher","first-page":"342","DOI":"10.1002\/jhbp.346","volume":"23","author":"Y Hamada","year":"2016","unstructured":"Hamada Y, Ando H, Kamisawa T, Itoi T, Urushihara N, Koshinaga T, et al. Diagnostic criteria for congenital biliary dilatation 2015. J Hepatobiliary Pancreat Sci. 2016;23:342\u20136.","journal-title":"J Hepatobiliary Pancreat Sci"},{"key":"2696_CR4","doi-asserted-by":"publisher","first-page":"472","DOI":"10.1007\/s00534-013-0606-2","volume":"20","author":"Y Morine","year":"2013","unstructured":"Morine Y, Shimada M, Takamatsu H, Araida T, Endo I, Kubota M, et al. Clinical features of pancreaticobiliary maljunction: update analysis of 2nd japan-nationwide survey. J Hepatobiliary Pancreat Sci. 2013;20:472\u201380.","journal-title":"J Hepatobiliary Pancreat Sci"},{"key":"2696_CR5","first-page":"135","volume":"21","author":"L Nambirajan","year":"2000","unstructured":"Nambirajan L, Taneja P, Singh MK, Mitra DK, Bhatnagar V. The liver in choledochal cyst. Trop Gastroenterol. 2000;21:135\u20139.","journal-title":"Trop Gastroenterol"},{"key":"2696_CR6","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1055\/s-0037-1615275","volume":"29","author":"O Madadi-Sanjani","year":"2019","unstructured":"Madadi-Sanjani O, Wirth TC, Kuebler JF, Petersen C, Ure BM. Choledochal cyst and malignancy: a plea for lifelong follow-up. Eur J Pediatr Surg. 2019;29:143\u20139.","journal-title":"Eur J Pediatr Surg"},{"key":"2696_CR7","doi-asserted-by":"publisher","first-page":"753","DOI":"10.1002\/hep.30902","volume":"71","author":"M Diao","year":"2020","unstructured":"Diao M, Li L, Cheng W. Timing of choledochal cyst perforation. Hepatology. 2020;71:753\u20136.","journal-title":"Hepatology"},{"key":"2696_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1002\/jhbp.415","volume":"24","author":"H Ishibashi","year":"2017","unstructured":"Ishibashi H, Shimada M, Kamisawa T, Fujii H, Hamada Y, Kubota M, et al. Japanese clinical practice guidelines for congenital biliary dilatation. J Hepatobiliary Pancreat Sci. 2017;24:1\u201316.","journal-title":"J Hepatobiliary Pancreat Sci"},{"key":"2696_CR9","doi-asserted-by":"publisher","first-page":"140","DOI":"10.1007\/s00464-014-3667-7","volume":"29","author":"G Qiao","year":"2015","unstructured":"Qiao G, Li L, Li S, Tang S, Wang B, Xi H, et al. Laparoscopic cyst excision and roux-y hepaticojejunostomy for children with choledochal cysts in china: a multicenter study. Surg Endosc. 2015;29:140\u20134.","journal-title":"Surg Endosc"},{"key":"2696_CR10","doi-asserted-by":"publisher","first-page":"416","DOI":"10.1007\/s00464-010-1183-y","volume":"25","author":"ST Tang","year":"2011","unstructured":"Tang ST, Yang Y, Wang Y, Mao YZ, Li SW, Tong QS, et al. Laparoscopic choledochal cyst excision, hepaticojejunostomy, and extracorporeal Roux-en-Y anastomosis: a technical skill and intermediate-term report in 62 cases. Surg Endosc. 2011;25:416\u201322.","journal-title":"Surg Endosc"},{"key":"2696_CR11","doi-asserted-by":"publisher","first-page":"2376","DOI":"10.1007\/s00464-019-06807-w","volume":"33","author":"M Diao","year":"2019","unstructured":"Diao M, Li L, Cheng W. Laparoscopic management for aberrant hepatic duct in children with choledochal cysts. Surg Endosc. 2019;33:2376\u201380.","journal-title":"Surg Endosc"},{"key":"2696_CR12","doi-asserted-by":"publisher","first-page":"e262","DOI":"10.1016\/S1470-2045(19)30149-4","volume":"20","author":"KY Ngiam","year":"2019","unstructured":"Ngiam KY, Khor IW. Big data and machine learning algorithms for health-care delivery. Lancet Oncol. 2019;20:e262\u201373.","journal-title":"Lancet Oncol"},{"key":"2696_CR13","doi-asserted-by":"publisher","first-page":"2588","DOI":"10.1056\/NEJMc1906060","volume":"380","author":"B Van Calster","year":"2019","unstructured":"Van Calster B, Wynants L. Machine learning in medicine. N Engl J Med. 2019;380:2588.","journal-title":"N Engl J Med"},{"key":"2696_CR14","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1007\/s00595-022-02571-y","volume":"53","author":"X Han","year":"2022","unstructured":"Han X, Geng J, Zhang XX, Zhao L, Wang J, Guo WL. Using machine learning models to predict acute pancreatitis in children with pancreaticobiliary maljunction. Surg Today. 2022;53:316\u201321.","journal-title":"Surg Today"},{"key":"2696_CR15","doi-asserted-by":"publisher","first-page":"478","DOI":"10.1186\/s13054-020-03179-9","volume":"24","author":"PY Tseng","year":"2020","unstructured":"Tseng PY, Chen YT, Wang CH, Chiu KM, Peng YS, Hsu SP, et al. Prediction of the development of acute kidney injury following cardiac surgery by machine learning. Crit Care. 2020;24:478.","journal-title":"Crit Care"},{"key":"2696_CR16","doi-asserted-by":"publisher","first-page":"2411","DOI":"10.1158\/1078-0432.CCR-19-1247","volume":"26","author":"S Yokoyama","year":"2020","unstructured":"Yokoyama S, Hamada T, Higashi M, Matsuo K, Maemura K, Kurahara H, et al. Predicted prognosis of patients with pancreatic cancer by machine learning. Clin Cancer Res. 2020;26:2411\u201321.","journal-title":"Clin Cancer Res"},{"key":"2696_CR17","doi-asserted-by":"publisher","first-page":"2342","DOI":"10.1007\/s11605-022-05443-5","volume":"26","author":"KA Chen","year":"2022","unstructured":"Chen KA, Joisa CU, Stitzenberg KB, Stem J, Guillem JG, Gomez SM, et al. Development and validation of machine learning models to predict readmission after colorectal surgery. J Gastrointest Surg. 2022;26:2342\u201350.","journal-title":"J Gastrointest Surg"},{"key":"2696_CR18","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1002\/jhbp.57","volume":"21","author":"T Kamisawa","year":"2014","unstructured":"Kamisawa T, Ando H, Hamada Y, Fujii H, Koshinaga T, Urushihara N, et al. Diagnostic criteria for pancreaticobiliary maljunction 2013. J Hepatobiliary Pancreat Sci. 2014;21:159\u201361.","journal-title":"J Hepatobiliary Pancreat Sci"},{"key":"2696_CR19","doi-asserted-by":"publisher","first-page":"2099","DOI":"10.1016\/j.jpedsurg.2010.06.011","volume":"45","author":"M Diao","year":"2010","unstructured":"Diao M, Li L, Zhang JS, Cheng W. Laparoscopic-assisted clearance of protein plugs in the common channel in children with choledochal cysts. J Pediatr Surg. 2010;45:2099\u2013102.","journal-title":"J Pediatr Surg"},{"key":"2696_CR20","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1089\/lap.2008.0045","volume":"19","author":"NK Chokshi","year":"2009","unstructured":"Chokshi NK, Guner YS, Aranda A, Shin CE, Ford HR, Nguyen NX. Laparoscopic choledochal cyst excision: lessons learned in our experience. J Laparoendosc Adv Surg Tech A. 2009;19:87\u201391.","journal-title":"J Laparoendosc Adv Surg Tech A"},{"key":"2696_CR21","doi-asserted-by":"publisher","first-page":"293","DOI":"10.1007\/BF02776798","volume":"12","author":"N Komi","year":"1977","unstructured":"Komi N, Udaka H, Ikeda N, Kashiwagi Y. Congenital dilatation of the biliary tract; new classification and study with particular reference to anomalous arrangement of the pancreaticobiliary ducts. Gastroenterol Jpn. 1977;12:293\u2013304.","journal-title":"Gastroenterol Jpn"},{"key":"2696_CR22","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1016\/0002-9610(77)90359-2","volume":"134","author":"T Todani","year":"1977","unstructured":"Todani T, Watanabe Y, Narusue M, Tabuchi K, Okajima K. Congenital bile duct cysts: classification, operative procedures, and review of thirty-seven cases including cancer arising from choledochal cyst. Am J Surg. 1977;134:263\u20139.","journal-title":"Am J Surg"},{"key":"2696_CR23","doi-asserted-by":"publisher","first-page":"2131","DOI":"10.1109\/TCBB.2019.2911071","volume":"17","author":"A Ogunleye","year":"2020","unstructured":"Ogunleye A, Wang QG. Xgboost model for chronic kidney disease diagnosis. IEEE\/ACM Trans Comput Biol Bioinform. 2020;17:2131\u201340.","journal-title":"IEEE\/ACM Trans Comput Biol Bioinform"},{"key":"2696_CR24","doi-asserted-by":"publisher","first-page":"8956","DOI":"10.1038\/s41598-022-13152-x","volume":"12","author":"YH Deng","year":"2022","unstructured":"Deng YH, Luo XQ, Yan P, Zhang NY, Liu Y, Duan SB. Outcome prediction for acute kidney injury among hospitalized children via extreme gradient boosting algorithm. Sci Rep. 2022;12:8956.","journal-title":"Sci Rep"},{"key":"2696_CR25","doi-asserted-by":"publisher","first-page":"1556","DOI":"10.34067\/KID.0007012021","volume":"3","author":"S Rankin","year":"2022","unstructured":"Rankin S, Han L, Scherzer R, Tenney S, Keating M, Genberg K, et al. A machine learning model for predicting mortality within 90 days of dialysis initiation. Kidney360. 2022;3:1556\u201365.","journal-title":"Kidney360."},{"key":"2696_CR26","doi-asserted-by":"publisher","first-page":"101482","DOI":"10.1016\/j.cpcardiol.2022.101482","volume":"48","author":"A Yilmaz","year":"2022","unstructured":"Yilmaz A, Hayiroglu MI, Salturk S, Pay L, Demircali AA, Coskun C, et al. Machine learning approach on high risk treadmill exercise test to predict obstructive coronary artery disease by using p, qrs, and t waves\u2019 features. Curr Probl Cardiol. 2022;48:101482.","journal-title":"Curr Probl Cardiol"},{"key":"2696_CR27","doi-asserted-by":"publisher","first-page":"540","DOI":"10.1016\/j.jpedsurg.2009.08.013","volume":"45","author":"L Nguyen Thanh","year":"2010","unstructured":"Nguyen Thanh L, Hien PD, le Dung A, Son TN. Laparoscopic repair for choledochal cyst: Lessons learned from 190 cases. J Pediatr Surg. 2010;45:540\u20134.","journal-title":"J Pediatr Surg"},{"key":"2696_CR28","doi-asserted-by":"publisher","first-page":"412","DOI":"10.1016\/j.ijsu.2014.03.007","volume":"12","author":"M Diao","year":"2014","unstructured":"Diao M, Li L, Li Q, Ye M, Cheng W. Challenges and strategies for single-incision laparoscopic roux-en-y hepaticojejunostomy in managing giant choledochal cysts. Int J Surg. 2014;12:412\u20137.","journal-title":"Int J Surg"},{"key":"2696_CR29","first-page":"4530","volume":"20","author":"BH Yu","year":"2016","unstructured":"Yu BH, Lin F. Clinical effects in resection of congenital choledochal cyst of children and jejunum roux-y anastomosis by laparoscope. Eur Rev Med Pharmacol Sci. 2016;20:4530\u20134.","journal-title":"Eur Rev Med Pharmacol Sci"},{"key":"2696_CR30","doi-asserted-by":"publisher","first-page":"777","DOI":"10.1007\/s00383-013-3333-5","volume":"29","author":"R Lal","year":"2013","unstructured":"Lal R, Behari A, Hari RH, Sikora SS, Yachha SK, Kapoor VK. Variations in biliary ductal and hepatic vascular anatomy and their relevance to the surgical management of choledochal cysts. Pediatr Surg Int. 2013;29:777\u201386.","journal-title":"Pediatr Surg Int"},{"key":"2696_CR31","doi-asserted-by":"publisher","first-page":"1489","DOI":"10.1007\/s00276-020-02590-9","volume":"42","author":"W Chen","year":"2020","unstructured":"Chen W, Zhao L, Wang J, Guo WL. Hepatic vascular variations and visual three-dimensional reconstruction technique in pediatric patients with choledochal cyst. Surg Radiol Anat. 2020;42:1489\u201399.","journal-title":"Surg Radiol Anat"},{"key":"2696_CR32","doi-asserted-by":"publisher","first-page":"1925","DOI":"10.1007\/s00423-021-02209-6","volume":"406","author":"S Kumar","year":"2021","unstructured":"Kumar S, Singla S, Kumar S, Singh RK, Raj AK, Mandal M. Tactics, techniques, and challenges in the management of giant choledochal cyst in adolescents and adults: a retrospective cohort study. Langenbecks Arch Surg. 2021;406:1925\u201333.","journal-title":"Langenbecks Arch Surg"},{"key":"2696_CR33","doi-asserted-by":"publisher","first-page":"1060","DOI":"10.1089\/lap.2019.0026","volume":"29","author":"Z Wen","year":"2019","unstructured":"Wen Z, Cheng W, Liang Q, Liu T, Liang J, Zhang B, et al. Laparoscopic management of choledochal cysts associated with aberrant hepatic ducts. J Laparoendosc Adv Surg Tech A. 2019;29:1060\u20136.","journal-title":"J Laparoendosc Adv Surg Tech A"},{"key":"2696_CR34","doi-asserted-by":"publisher","first-page":"306","DOI":"10.4174\/astr.2021.101.5.306","volume":"101","author":"C Oh","year":"2021","unstructured":"Oh C, Cheun JH, Kim HY. Clinical comparison between the presence and absence of protein plugs in pediatric choledochal cysts: experience in 390 patients over 30 years in a single center. Ann Surg Treat Res. 2021;101:306\u201313.","journal-title":"Ann Surg Treat Res"}],"container-title":["Surgery Today"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00595-023-02696-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00595-023-02696-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00595-023-02696-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,27]],"date-time":"2023-11-27T03:04:04Z","timestamp":1701054244000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00595-023-02696-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,9]]},"references-count":34,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["2696"],"URL":"https:\/\/doi.org\/10.1007\/s00595-023-02696-8","relation":{},"ISSN":["0941-1291","1436-2813"],"issn-type":[{"value":"0941-1291","type":"print"},{"value":"1436-2813","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,5,9]]},"assertion":[{"value":"18 November 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 March 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 May 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"We have no conflicts of interest to declare.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of interest"}},{"value":"The authors are accountable for all aspects of the work to ensure that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved. The study was conducted in accordance with the Declaration of Helsinki (as revised in 2013). The study protocol was approved by the Ethics Committee of the Children\u2019s Hospital of Soochow University (no. 20150105015).","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical statement"}}]}}