{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,22]],"date-time":"2026-10-22T16:52:42Z","timestamp":1792687962091,"version":"4.5.0"},"reference-count":51,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T00:00:00Z","timestamp":1744156800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100017610","name":"Shenzhen Science and Technology Innovation Program","doi-asserted-by":"publisher","award":["RCYX20231211090127030"],"award-info":[{"award-number":["RCYX20231211090127030"]}],"id":[{"id":"10.13039\/501100017610","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001839","name":"University Grants Committee","doi-asserted-by":"publisher","award":["T45-401\/22-N"],"award-info":[{"award-number":["T45-401\/22-N"]}],"id":[{"id":"10.13039\/501100001839","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100021171","name":"Basic and Applied Basic Research Foundation of Guangdong Province","doi-asserted-by":"publisher","award":["2023A1515030268"],"award-info":[{"award-number":["2023A1515030268"]}],"id":[{"id":"10.13039\/501100021171","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100021171","name":"Basic and Applied Basic Research Foundation of Guangdong Province","doi-asserted-by":"publisher","award":["2024A1515013204"],"award-info":[{"award-number":["2024A1515013204"]}],"id":[{"id":"10.13039\/501100021171","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100021171","name":"Basic and Applied Basic Research Foundation of Guangdong Province","doi-asserted-by":"publisher","award":["2023A1515010088"],"award-info":[{"award-number":["2023A1515010088"]}],"id":[{"id":"10.13039\/501100021171","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002920","name":"Research Grants Council, University Grants Committee","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002920","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010877","name":"Science, Technology and Innovation Commission of Shenzhen Municipality","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100010877","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62372441"],"award-info":[{"award-number":["62372441"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["82270661"],"award-info":[{"award-number":["82270661"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["82170647"],"award-info":[{"award-number":["82170647"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["thelancet.com","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["eClinicalMedicine"],"published-print":{"date-parts":[[2025,5]]},"DOI":"10.1016\/j.eclinm.2025.103220","type":"journal-article","created":{"date-parts":[[2025,5,6]],"date-time":"2025-05-06T11:05:19Z","timestamp":1746529519000},"page":"103220","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":9,"special_numbering":"C","title":["Learning-based early detection of post-hepatectomy liver failure using temporal perioperative data: a nationwide multicenter retrospective study in China"],"prefix":"10.1016","volume":"83","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5814-817X","authenticated-orcid":false,"given":"Kai","family":"Wang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qian","family":"Yang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0149-6912","authenticated-orcid":false,"given":"Kang","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shanhua","family":"Tang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Baoluhe","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiangyun","family":"Liao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shunda","family":"Du","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3672-9728","authenticated-orcid":false,"given":"Wenguang","family":"Fu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhiwei","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Huanwei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Haorong","family":"Xie","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pengxiang","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jieyuan","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qiuting","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Haiqing","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9672-8079","authenticated-orcid":false,"given":"Zhiwei","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pheng Ann","family":"Heng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xueshuai","family":"Wan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9398-8999","authenticated-orcid":false,"given":"Chuanjiang","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3289-9714","authenticated-orcid":false,"given":"Weixin","family":"Si","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.eclinm.2025.103220_bib1","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1016\/S0140-6736(18)33139-8","article-title":"Global burden of postoperative death","volume":"393","author":"Nepogodiev","year":"2019","journal-title":"Lancet"},{"key":"10.1016\/j.eclinm.2025.103220_bib2","doi-asserted-by":"crossref","first-page":"834","DOI":"10.1097\/SLA.0000000000004254","article-title":"Can early postoperative complications predict high morbidity and decrease failure to rescue following major abdominal surgery?","volume":"272","author":"Staiger","year":"2020","journal-title":"Ann Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib3","doi-asserted-by":"crossref","first-page":"1867","DOI":"10.1016\/S0140-6736(22)00182-9","article-title":"Algorithm-based care versus usual care for the early recognition and management of complications after pancreatic resection in the Netherlands: an open-label, nationwide, stepped-wedge cluster-randomised trial","volume":"399","author":"Smits","year":"2022","journal-title":"Lancet"},{"key":"10.1016\/j.eclinm.2025.103220_bib4","doi-asserted-by":"crossref","DOI":"10.1093\/bjsopen\/zrac142","article-title":"Current evidence on posthepatectomy liver failure: comprehensive review","volume":"6","author":"Sparrelid","year":"2022","journal-title":"BJS Open"},{"key":"10.1016\/j.eclinm.2025.103220_bib5","doi-asserted-by":"crossref","first-page":"824","DOI":"10.1097\/01.sla.0000189131.90876.9e","article-title":"The \u201c50-50 criteria\u201d on postoperative day 5","volume":"242","author":"Balzan","year":"2005","journal-title":"Ann Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib6","doi-asserted-by":"crossref","first-page":"713","DOI":"10.1016\/j.surg.2010.10.001","article-title":"Posthepatectomy liver failure: a definition and grading by the International Study Group of Liver Surgery (ISGLS)","volume":"149","author":"Rahbari","year":"2011","journal-title":"Surgery"},{"key":"10.1016\/j.eclinm.2025.103220_bib7","doi-asserted-by":"crossref","first-page":"1526","DOI":"10.1002\/bjs.9912","article-title":"Enhanced recovery protocol after liver resection","volume":"102","author":"Savikko","year":"2015","journal-title":"Br J Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib8","doi-asserted-by":"crossref","first-page":"1666","DOI":"10.1016\/j.cell.2024.02.023","article-title":"First-in-class MKK4 inhibitors enhance liver regeneration and prevent liver failure","volume":"187","author":"Zwirner","year":"2024","journal-title":"Cell"},{"key":"10.1016\/j.eclinm.2025.103220_bib9","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1038\/s41586-024-07376-2","article-title":"Multimodal decoding of human liver regeneration","volume":"630","author":"Matchett","year":"2024","journal-title":"Nature"},{"key":"10.1016\/j.eclinm.2025.103220_bib10","doi-asserted-by":"crossref","DOI":"10.1126\/science.adj4301","article-title":"Metabolic inflexibility promotes mitochondrial health during liver regeneration","volume":"384","author":"Wang","year":"2024","journal-title":"Science"},{"key":"10.1016\/j.eclinm.2025.103220_bib11","doi-asserted-by":"crossref","first-page":"1588","DOI":"10.1093\/bjs\/znad216","article-title":"Assessment of liver function before major hepatectomy","volume":"110","author":"Arntz","year":"2023","journal-title":"Br J Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib12","doi-asserted-by":"crossref","first-page":"554","DOI":"10.1016\/j.hbpd.2023.03.001","article-title":"Post-hepatectomy liver failure: a timeline centered review","volume":"22","author":"Bekheit","year":"2023","journal-title":"Hepatobiliary Pancreat Dis Int"},{"key":"10.1016\/j.eclinm.2025.103220_bib13","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1093\/bjs\/znac017","article-title":"Performance of non-invasive biomarkers compared with invasive methods for risk prediction of posthepatectomy liver failure in hepatocellular carcinoma","volume":"109","author":"Hobeika","year":"2022","journal-title":"Br J Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib14","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1016\/j.ejso.2020.09.001","article-title":"Post hepatectomy liver failure (PHLF) - recent advances in prevention and clinical management","volume":"47","author":"S\u00f8reide","year":"2021","journal-title":"Eur J Surg Oncol"},{"key":"10.1016\/j.eclinm.2025.103220_bib15","series-title":"Textbook of Emergency General Surgery: Traumatic and Non-traumatic Surgical Emergencies","first-page":"487","article-title":"Principles of management of surgical complications","author":"Pararas","year":"2023"},{"key":"10.1016\/j.eclinm.2025.103220_bib16","doi-asserted-by":"crossref","first-page":"2365","DOI":"10.1007\/s00268-022-06638-2","article-title":"Associations between preoperative risk, postoperative complications, and 30-day mortality","volume":"46","author":"Madsen","year":"2022","journal-title":"World J Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib17","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1177\/0310057X1404200516","article-title":"Predicting patients at risk of early postoperative adverse events","volume":"42","author":"Seglenieks","year":"2014","journal-title":"Anaesth Intensive Care"},{"key":"10.1016\/j.eclinm.2025.103220_bib18","doi-asserted-by":"crossref","DOI":"10.1093\/bjs\/znad433","article-title":"Comparing the accuracy of prediction models to detect clinically relevant post-hepatectomy liver failure early after major hepatectomy","volume":"111","author":"Baumgartner","year":"2024","journal-title":"Br J Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib19","first-page":"152","article-title":"Early detection of post-surgical complications using time-series electronic health records","volume":"2021","author":"Chen","year":"2021","journal-title":"AMIA Jt Summits Transl Sci Proc"},{"key":"10.1016\/j.eclinm.2025.103220_bib20","doi-asserted-by":"crossref","first-page":"2036","DOI":"10.1038\/s41467-024-46211-0","article-title":"Deep learning model for personalized prediction of positive MRSA culture using time-series electronic health records","volume":"15","author":"Nigo","year":"2024","journal-title":"Nat Commun"},{"key":"10.1016\/j.eclinm.2025.103220_bib21","doi-asserted-by":"crossref","first-page":"1257","DOI":"10.1038\/s41591-024-02970-3","article-title":"Artificial intelligence in surgery","volume":"30","author":"Varghese","year":"2024","journal-title":"Nat Med"},{"key":"10.1016\/j.eclinm.2025.103220_bib22","first-page":"579","article-title":"Multilayer perceptron and neural networks","volume":"8","author":"Popescu","year":"2009","journal-title":"WSEAS Trans Circuits Syst"},{"key":"10.1016\/j.eclinm.2025.103220_bib23","first-page":"6679","volume":"35","author":"Arik","year":"2021"},{"key":"10.1016\/j.eclinm.2025.103220_bib24","series-title":"A Transformer that Solves Small Tabular Classification Problems in a Second. The Eleventh International Conference on Learning Representations (ICLR)","author":"Hollmann","year":"2023"},{"key":"10.1016\/j.eclinm.2025.103220_bib25","first-page":"2902","article-title":"Transtab: learning transferable tabular transformers across tables","volume":"35","author":"Wang","year":"2022","journal-title":"Adv Neural Inf Process Syst"},{"key":"10.1016\/j.eclinm.2025.103220_bib26","doi-asserted-by":"crossref","first-page":"1014","DOI":"10.1016\/j.surg.2021.10.002","article-title":"The prediction of surgical complications using artificial intelligence in patients undergoing major abdominal surgery: a systematic review","volume":"171","author":"Stam","year":"2022","journal-title":"Surgery"},{"key":"10.1016\/j.eclinm.2025.103220_bib27","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1097\/SLA.0000000000006127","article-title":"An APRI+ALBI based multivariable model as preoperative predictor for posthepatectomy liver failure","volume":"281","author":"Santol","year":"2025","journal-title":"Ann Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib28","doi-asserted-by":"crossref","first-page":"976","DOI":"10.1097\/SLA.0000000000005916","article-title":"Development and validation of prediction models and risk calculators for posthepatectomy liver failure and postoperative complications using a diverse international cohort of major hepatectomies","volume":"278","author":"Wang","year":"2023","journal-title":"Ann Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib29","doi-asserted-by":"crossref","first-page":"920","DOI":"10.1016\/j.jhep.2019.06.003","article-title":"An ordinal model to predict the risk of symptomatic liver failure in patients with cirrhosis undergoing hepatectomy","volume":"71","author":"Prodeau","year":"2019","journal-title":"J Hepatol"},{"key":"10.1016\/j.eclinm.2025.103220_bib30","doi-asserted-by":"crossref","first-page":"1234","DOI":"10.1093\/bioinformatics\/btz682","article-title":"BioBERT: a pre-trained biomedical language representation model for biomedical text mining","volume":"36","author":"Lee","year":"2020","journal-title":"Bioinformatics"},{"issue":"1","key":"10.1016\/j.eclinm.2025.103220_bib31","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41597-022-01899-x","article-title":"MIMIC-IV, a freely accessible electronic health record dataset","volume":"10","author":"Johnson","year":"2023","journal-title":"Sci Data"},{"key":"10.1016\/j.eclinm.2025.103220_bib32","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1097\/SLA.0b013e3181b13ca2","article-title":"The Clavien-Dindo classification of surgical complications: five-year experience","volume":"250","author":"Clavien","year":"2009","journal-title":"Ann Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib33","first-page":"269","article-title":"Surgery of hepatic tumors","volume":"11","author":"Bismuth","year":"1993","journal-title":"Prog Liver Dis"},{"key":"10.1016\/j.eclinm.2025.103220_bib34","series-title":"Minimally Invasive Surgery for Upper Abdominal Cancer","first-page":"305","article-title":"Laparoscopic techniques in major liver resections","author":"Halls","year":"2017"},{"key":"10.1016\/j.eclinm.2025.103220_bib35","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1111\/hpb.12322","article-title":"Prospective evaluation of the International Study Group for Liver Surgery definition of bile leak after a liver resection and the role of routine operative drainage: an international multicentre study","volume":"17","author":"Brooke-Smith","year":"2015","journal-title":"HPB (Oxford)"},{"key":"10.1016\/j.eclinm.2025.103220_bib36","doi-asserted-by":"crossref","first-page":"S706","DOI":"10.1016\/j.hpb.2021.08.071","article-title":"Evaluation of the ISGLS criteria for post-hepatectomy liver failure: insights from consideration of the comprehensive complication index as a measure of morbidity","volume":"23","author":"Calthorpe","year":"2021","journal-title":"HPB"},{"key":"10.1016\/j.eclinm.2025.103220_bib37","article-title":"Preoperative risk evaluation and optimization for patients with liver disease","volume":"12","author":"Bhalla","year":"2024","journal-title":"Gastroenterol Rep (Oxf)"},{"key":"10.1016\/j.eclinm.2025.103220_bib38","doi-asserted-by":"crossref","first-page":"1360","DOI":"10.1093\/bjs\/znab338","article-title":"Early postoperative arterial lactate concentrations to stratify risk of post-hepatectomy liver failure","volume":"108","author":"Niederwieser","year":"2021","journal-title":"Br J Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib39","doi-asserted-by":"crossref","first-page":"1323","DOI":"10.2147\/JHC.S451025","article-title":"Utility of machine learning in the prediction of post-hepatectomy liver failure in liver cancer","volume":"11","author":"Tashiro","year":"2024","journal-title":"J Hepatocell Carcinoma"},{"key":"10.1016\/j.eclinm.2025.103220_bib40","author":"Somepalli"},{"key":"10.1016\/j.eclinm.2025.103220_bib41","doi-asserted-by":"crossref","first-page":"520","DOI":"10.1002\/hep.21732","article-title":"The international normalized ratio calibrated for cirrhosis (INR(liver)) normalizes prothrombin time results for model for end-stage liver disease calculation","volume":"46","author":"Tripodi","year":"2007","journal-title":"Hepatology"},{"key":"10.1016\/j.eclinm.2025.103220_bib42","doi-asserted-by":"crossref","DOI":"10.1001\/jamanetworkopen.2021.2547","article-title":"Linking preoperative and intraoperative data for risk prediction: more answers or just more data?","volume":"4","author":"Mudumbai","year":"2021","journal-title":"JAMA Netw Open"},{"key":"10.1016\/j.eclinm.2025.103220_bib43","doi-asserted-by":"crossref","DOI":"10.1001\/jamanetworkopen.2021.2240","article-title":"Use of machine learning to develop and evaluate models using preoperative and intraoperative data to identify risks of postoperative complications","volume":"4","author":"Xue","year":"2021","journal-title":"JAMA Netw Open"},{"key":"10.1016\/j.eclinm.2025.103220_bib44","doi-asserted-by":"crossref","first-page":"745","DOI":"10.1002\/jso.27570","article-title":"Establishing the clinical relevance of grade A post-hepatectomy liver failure","volume":"129","author":"Vitello","year":"2024","journal-title":"J Surg Oncol"},{"key":"10.1016\/j.eclinm.2025.103220_bib45","doi-asserted-by":"crossref","first-page":"1806","DOI":"10.1001\/jama.2019.16489","article-title":"How to read articles that use machine learning: users' guides to the medical literature","volume":"322","author":"Liu","year":"2019","journal-title":"JAMA"},{"key":"10.1016\/j.eclinm.2025.103220_bib46","doi-asserted-by":"crossref","first-page":"2106","DOI":"10.4240\/wjgs.v16.i7.2106","article-title":"Association of preoperative antiviral treatment with incidences of post-hepatectomy liver failure in hepatitis B virus-related hepatocellular carcinoma","volume":"16","author":"Wang","year":"2024","journal-title":"World J Gastrointest Surg"},{"key":"10.1016\/j.eclinm.2025.103220_bib47","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/s12672-024-00911-7","article-title":"Effect of early peri-operative arterial lactate concentration level ratios on post-hepatectomy liver failure","volume":"15","author":"Wang","year":"2024","journal-title":"Discov Oncol"},{"key":"10.1016\/j.eclinm.2025.103220_bib48","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1186\/2047-0525-2-21","article-title":"Serum arterial lactate concentration predicts mortality and organ dysfunction following liver resection","volume":"2","author":"Wiggans","year":"2013","journal-title":"Perioper Med (Lond)"},{"key":"10.1016\/j.eclinm.2025.103220_bib49","doi-asserted-by":"crossref","first-page":"350","DOI":"10.21037\/hbsn-20-394","article-title":"Optimization of the future remnant liver: review of the current strategies in Europe","volume":"10","author":"Memeo","year":"2021","journal-title":"Hepatobiliary Surg Nutr"},{"key":"10.1016\/j.eclinm.2025.103220_bib50","first-page":"354","article-title":"Clinicohistological features of liver failure after excessive hepatectomy","volume":"49","author":"Takeda","year":"2002","journal-title":"Hepatogastroenterology"},{"key":"10.1016\/j.eclinm.2025.103220_bib51","doi-asserted-by":"crossref","first-page":"682","DOI":"10.1016\/j.hpb.2017.04.006","article-title":"Factors associated with fatal liver failure after extended hepatectomy","volume":"19","author":"Truant","year":"2017","journal-title":"HPB (Oxford)"}],"container-title":["eClinicalMedicine"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S258953702500152X?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S258953702500152X?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,10,2]],"date-time":"2025-10-02T17:27:00Z","timestamp":1759426020000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S258953702500152X"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5]]},"references-count":51,"alternative-id":["S258953702500152X"],"URL":"https:\/\/doi.org\/10.1016\/j.eclinm.2025.103220","relation":{},"ISSN":["2589-5370"],"issn-type":[{"value":"2589-5370","type":"print"}],"subject":[],"published":{"date-parts":[[2025,5]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Learning-based early detection of post-hepatectomy liver failure using temporal perioperative data: a nationwide multicenter retrospective study in China","name":"articletitle","label":"Article Title"},{"value":"eClinicalMedicine","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.eclinm.2025.103220","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 The Author(s). Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"103220"}}