{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,12,11]],"date-time":"2024-12-11T05:52:42Z","timestamp":1733896362521,"version":"3.30.1"},"reference-count":37,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2024,9,30]],"date-time":"2024-09-30T00:00:00Z","timestamp":1727654400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,9,30]],"date-time":"2024-09-30T00:00:00Z","timestamp":1727654400000},"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":["CURR MED SCI"],"published-print":{"date-parts":[[2024,10]]},"DOI":"10.1007\/s11596-024-2900-4","type":"journal-article","created":{"date-parts":[[2024,9,30]],"date-time":"2024-09-30T06:02:27Z","timestamp":1727676147000},"page":"1006-1017","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Retrospective Analysis of Radiofrequency Ablation in Patients with Small Solitary Hepatocellular Carcinoma: Survival Outcomes and Development of a Machine Learning Prognostic Model"],"prefix":"10.1007","volume":"44","author":[{"given":"Qi-fan","family":"He","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yue","family":"Xiong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yi-hui","family":"Yu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiang-chao","family":"Meng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tian-xu","family":"Ma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhong-hua","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,9,30]]},"reference":[{"issue":"4","key":"2900_CR1","doi-asserted-by":"publisher","first-page":"354","DOI":"10.3350\/cmh.2018.0096","volume":"25","author":"KS Ahn","year":"2019","unstructured":"Ahn KS, Kang KJ. Appropriate treatment modality for solitary small hepatocellular carcinoma: Radiofrequency ablation vs. resection vs. transplantation? Clin Mol Hepatol, 2019,25(4):354\u2013359","journal-title":"Clin Mol Hepatol"},{"issue":"3","key":"2900_CR2","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1097\/01.sla.0000201480.65519.b8","volume":"243","author":"MS Chen","year":"2006","unstructured":"Chen MS, Li JQ, Zheng Y, et al. A prospective randomized trial comparing percutaneous local ablative therapy and partial hepatectomy for small hepatocellular carcinoma. Ann Surg, 2006,243(3):321\u2013328","journal-title":"Ann Surg"},{"issue":"4","key":"2900_CR3","doi-asserted-by":"publisher","first-page":"794","DOI":"10.1016\/j.jhep.2012.05.007","volume":"57","author":"K Feng","year":"2012","unstructured":"Feng K, Yan J, Li X, et al. A randomized controlled trial of radiofrequency ablation and surgical resection in the treatment of small hepatocellular carcinoma. J Hepatol, 2012,57(4):794\u2013802","journal-title":"J Hepatol"},{"issue":"5","key":"2900_CR4","doi-asserted-by":"publisher","first-page":"1475","DOI":"10.1002\/hep.23181","volume":"50","author":"G N\u2019Kontchou","year":"2009","unstructured":"N\u2019Kontchou G, Mahamoudi A, Aout M, et al. Radiofrequency ablation of hepatocellular carcinoma: long-term results and prognostic factors in 235 Western patients with cirrhosis. Hepatology, 2009,50(5):1475\u20131483","journal-title":"Hepatology"},{"issue":"10","key":"2900_CR5","doi-asserted-by":"publisher","first-page":"2993","DOI":"10.3748\/wjg.v22.i10.2993","volume":"22","author":"W Yang","year":"2016","unstructured":"Yang W, Yan K, Goldberg SN, et al. Ten-year survival of hepatocellular carcinoma patients undergoing radiofrequency ablation as a first-line treatment. World J Gastroenterol, 2016,22(10):2993\u20133005","journal-title":"World J Gastroenterol"},{"key":"2900_CR6","doi-asserted-by":"publisher","first-page":"7252","DOI":"10.1038\/srep07252","volume":"4","author":"Q Xu","year":"2014","unstructured":"Xu Q, Kobayashi S, Ye X, et al. Comparison of hepatic resection and radiofrequency ablation for small hepatocellular carcinoma: a meta-analysis of 16,103 patients. Sci Rep, 2014,4;7252","journal-title":"Sci Rep"},{"issue":"8","key":"2900_CR7","doi-asserted-by":"publisher","first-page":"1006","DOI":"10.1002\/bjs.9539","volume":"101","author":"G Huang","year":"2014","unstructured":"Huang G, Chen X, Lau WY, et al. Quality of life after surgical resection compared with radiofrequency ablation for small hepatocellular carcinomas. Br J Surg, 2014,101(8):1006\u20131015","journal-title":"Br J Surg"},{"issue":"6","key":"2900_CR8","doi-asserted-by":"publisher","first-page":"903","DOI":"10.1097\/SLA.0b013e3181efc656","volume":"252","author":"J Huang","year":"2010","unstructured":"Huang J, Yan L, Cheng Z, et al. A randomized trial comparing radiofrequency ablation and surgical resection for HCC conforming to the Milan criteria. Ann Surg, 2010,252(6):903\u2013912","journal-title":"Ann Surg"},{"issue":"12","key":"2900_CR9","doi-asserted-by":"publisher","first-page":"3156","DOI":"10.3390\/cancers15123156","volume":"15","author":"Y Kuo","year":"2023","unstructured":"Kuo Y, Huang T, Yen H, et al. Nomogram to Predict the Long-Term Overall Survival of Early-Stage Hepatocellular Carcinoma after Radiofrequency Ablation. Cancers (Basel) 2023,15(12):3156","journal-title":"Cancers (Basel)"},{"issue":"4","key":"2900_CR10","doi-asserted-by":"publisher","first-page":"457","DOI":"10.2169\/internalmedicine.9064-17","volume":"57","author":"Y Takuma","year":"2018","unstructured":"Takuma Y, Shota I, Miyatake H, et al. Nomograms to Predict the Disease-free Survival and Overall Survival after Radiofrequency Ablation for Hepatocellular Carcinoma. Intern Med, 2018,57(4):457\u2013468","journal-title":"Intern Med"},{"key":"2900_CR11","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1186\/s13073-021-00968-x","volume":"13","author":"KA Tran","year":"2021","unstructured":"Tran KA, Kondrashova O, Bradley A, et al. Deep learning in cancer diagnosis, prognosis and treatment selection. Genome Med, 2021,13:152","journal-title":"Genome Med"},{"issue":"1","key":"2900_CR12","doi-asserted-by":"publisher","first-page":"5542","DOI":"10.1038\/s41598-021-85223-4","volume":"11","author":"J Jiang","year":"2021","unstructured":"Jiang J, Pan H, Li M, et al. Predictive model for the 5-year survival status of osteosarcoma patients based on the SEER database and XGBoost algorithm. Sci Rep, 2021,11(1):5542","journal-title":"Sci Rep"},{"key":"2900_CR13","doi-asserted-by":"publisher","first-page":"1003976","DOI":"10.3389\/fpubh.2022.1003976","volume":"10","author":"C Li","year":"2022","unstructured":"Li C, Liu M, Li J, et al. Machine learning predicts the prognosis of breast cancer patients with initial bone metastases. Front Public Health, 2022,10:1003976","journal-title":"Front Public Health"},{"key":"2900_CR14","doi-asserted-by":"publisher","first-page":"106165","DOI":"10.1016\/j.ijsu.2021.106165","volume":"96","author":"G Mathew","year":"2021","unstructured":"Mathew G, Agha R, Albrecht J, et al. STROCSS 2021: Strengthening the reporting of cohort, cross-sectional and case-control studies in surgery. Int J Surg, 2021,96:106165","journal-title":"Int J Surg"},{"issue":"14","key":"2900_CR15","doi-asserted-by":"publisher","first-page":"12621","DOI":"10.1007\/s00432-023-05097-z","volume":"149","author":"W Jia","year":"2023","unstructured":"Jia W, Shi W, Yao Q, et al. Identifying immune infiltration by deep learning to assess the prognosis of patients with hepatocellular carcinoma. J Cancer Res Clin Oncol, 2023,149(14):12621\u201312635","journal-title":"J Cancer Res Clin Oncol"},{"issue":"4","key":"2900_CR16","doi-asserted-by":"publisher","first-page":"e115","DOI":"10.1093\/gerona\/glab209","volume":"77","author":"A Putot","year":"2022","unstructured":"Putot A, Bouiller K, Laborde C, et al. Association Between Early Antibiotic Therapy and In-Hospital Mortality Among Older Patients With SARS-CoV-2 Pneumonia. J Gerontol A Biol Sci Med Sci, 2022,77(4):e115\u2013e123","journal-title":"J Gerontol A Biol Sci Med Sci"},{"issue":"6","key":"2900_CR17","doi-asserted-by":"publisher","first-page":"6867","DOI":"10.1002\/cam4.5477","volume":"12","author":"W Yu","year":"2023","unstructured":"Yu W, Lu Y, Shou H, et al. A 5-year survival status prognosis of nonmetastatic cervical cancer patients through machine learning algorithms. Cancer Med, 2023,12(6):6867\u20136876","journal-title":"Cancer Med"},{"issue":"5","key":"2900_CR18","doi-asserted-by":"publisher","first-page":"bbab068","DOI":"10.1093\/bib\/bbab068","volume":"22","author":"Q Ye","year":"2021","unstructured":"Ye Q, Chai X, Jiang D, et al. Identification of active molecules against Mycobacterium tuberculosis through machine learning. Brief Bioinform, 2021,22(5):bbab068","journal-title":"Brief Bioinform"},{"issue":"1","key":"2900_CR19","doi-asserted-by":"publisher","first-page":"648","DOI":"10.1109\/TNNLS.2022.3176204","volume":"35","author":"Y Yu","year":"2024","unstructured":"Yu Y, Tran H. An XGBoost-Based Fitted Q Iteration for Finding the Optimal STI Strategies for HIV Patients. IEEE Trans Neural Netw Learn Syst, 2024,35(1):648\u2013656","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"issue":"1","key":"2900_CR20","doi-asserted-by":"publisher","first-page":"404","DOI":"10.1186\/s12967-023-04277-2","volume":"21","author":"C Li","year":"2023","unstructured":"Li C, Liu M, Zhang Y, et al. Novel models by machine learning to predict prognosis of breast cancer brain metastases. J Transl Med, 2023,21(1):404","journal-title":"J Transl Med"},{"issue":"6","key":"2900_CR21","doi-asserted-by":"publisher","first-page":"394","DOI":"10.3322\/caac.21492","volume":"68","author":"F Bray","year":"2018","unstructured":"Bray F, Ferlay J, Soerjomataram I, et al. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin, 2018,68(6):394\u2013424","journal-title":"CA Cancer J Clin"},{"issue":"4","key":"2900_CR22","doi-asserted-by":"publisher","first-page":"908","DOI":"10.1016\/j.jhep.2011.12.001","volume":"56","author":"European Association For The Study Of The Liver","year":"2012","unstructured":"European Association For The Study Of The Liver; European Organization For Research and Treatment Of Cancer. EASL-EORTC clinical practice guidelines: management of hepatocellular carcinoma. J Hepatol, 2012,56(4):908\u2013943","journal-title":"J Hepatol"},{"issue":"3","key":"2900_CR23","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1080\/14737140.2023.2181162","volume":"23","author":"B Stefanini","year":"2023","unstructured":"Stefanini B, Ielasi L, Chen R, et al. TKIs in combination with immunotherapy for hepatocellular carcinoma. Expert Rev Anticancer Ther, 2023,23(3):279\u2013291","journal-title":"Expert Rev Anticancer Ther"},{"issue":"10127","key":"2900_CR24","doi-asserted-by":"publisher","first-page":"1301","DOI":"10.1016\/S0140-6736(18)30010-2","volume":"391","author":"A Forner","year":"2018","unstructured":"Forner A, Reig M, Bruix J. Hepatocellular carcinoma. Lancet, 2018,391(10127):1301\u20131314","journal-title":"Lancet"},{"issue":"7","key":"2900_CR25","doi-asserted-by":"publisher","first-page":"765","DOI":"10.1002\/ueg2.12286","volume":"10","author":"S Sidali","year":"2022","unstructured":"Sidali S, Trepo E, Sutter O, et al. New concepts in the treatment of hepatocellular carcinoma. United European Gastroenterol J, 2022,10(7):765\u2013774","journal-title":"United European Gastroenterol J"},{"issue":"3","key":"2900_CR26","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1159\/000521665","volume":"11","author":"T Takayama","year":"2022","unstructured":"Takayama T, Hasegawa K, Izumi N, et al. Surgery versus Radiofrequency Ablation for Small Hepatocellular Carcinoma: A Randomized Controlled Trial (SURF Trial). Liver Cancer, 2022,11(3):209\u2013218","journal-title":"Liver Cancer"},{"issue":"1","key":"2900_CR27","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1111\/jgh.12441","volume":"29","author":"Y Fang","year":"2014","unstructured":"Fang Y, Chen W, Liang X, et al. Comparison of long-term effectiveness and complications of radiofrequency ablation with hepatectomy for small hepatocellular carcinoma. J Gastroenterol Hepatol, 2014,29(1):193\u2013200","journal-title":"J Gastroenterol Hepatol"},{"issue":"6","key":"2900_CR28","doi-asserted-by":"publisher","first-page":"605","DOI":"10.1016\/j.hbpd.2022.08.001","volume":"22","author":"SC Dong","year":"2023","unstructured":"Dong SC, Bai DS, Wang FA, et al. Radiofrequency ablation is an inferior option to liver resection for solitary hepatocellular carcinoma \u22645 cm without cirrhosis: A population-based study with stratification by tumor size. Hepatobiliary Pancreat Dis Int, 2023,22(6):605\u2013614","journal-title":"Hepatobiliary Pancreat Dis Int"},{"issue":"11","key":"2900_CR29","doi-asserted-by":"publisher","first-page":"5023","DOI":"10.1002\/cam4.2417","volume":"8","author":"G Kim","year":"2019","unstructured":"Kim G, Lee HW. Development and validation of a prognostic model for patients with hepatocellular carcinoma undergoing radiofrequency ablation. Cancer Med, 2019,8(11):5023\u20135032","journal-title":"Cancer Med"},{"issue":"11","key":"2900_CR30","doi-asserted-by":"publisher","first-page":"1621","DOI":"10.1007\/s00270-020-02617-z","volume":"43","author":"M Ding","year":"2020","unstructured":"Ding M, Zhao X, Zhao M, et al. Prognostic Nomogram for Patients with Hepatocellular Carcinoma After Thermal Ablation. Cardiovasc Intervent Radiol, 2020,43(11):1621\u20131630","journal-title":"Cardiovasc Intervent Radiol"},{"issue":"1","key":"2900_CR31","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1097\/MCG.0b013e31822b36cc","volume":"46","author":"Y Kao","year":"2012","unstructured":"Kao Y, Chiou Y, Hung H, et al. Younger hepatocellular carcinoma patients have better prognosis after percutaneous radiofrequency ablation therapy. J Clin Gastroenterol, 2012,46(1):62\u201370","journal-title":"J Clin Gastroenterol"},{"issue":"3","key":"2900_CR32","doi-asserted-by":"publisher","first-page":"597","DOI":"10.1111\/j.1440-1746.2009.06125.x","volume":"25","author":"K Waki","year":"2010","unstructured":"Waki K, Aikata H, Katamura Y, et al. Chayama, K. Percutaneous radiofrequency ablation as first-line treatment for small hepatocellular carcinoma: results and prognostic factors on long-term follow up. J Gastroenterol Hepatol, 2010,25(3):597\u2013604","journal-title":"J Gastroenterol Hepatol"},{"issue":"2","key":"2900_CR33","doi-asserted-by":"publisher","first-page":"458","DOI":"10.1148\/radiol.2021200153","volume":"300","author":"M Bai","year":"2021","unstructured":"Bai M, Cui M, Yang W, et al. The 10-year Survival Analysis of Radiofrequency Ablation for Solitary Hepatocellular Carcinoma 5 cm or Smaller: Primary versus Recurrent HCC. Radiology, 2021,300(2):458\u2013469","journal-title":"Radiology"},{"issue":"2","key":"2900_CR34","doi-asserted-by":"publisher","first-page":"1685","DOI":"10.1002\/cam4.5003","volume":"12","author":"K Krajc","year":"2023","unstructured":"Krajc K, Mirosevic S, Sajovic J, et al. Marital status and survival in cancer patients: A systematic review and meta-analysis. Cancer Med, 2023,12(2):1685\u20131708","journal-title":"Cancer Med"},{"issue":"5","key":"2900_CR35","doi-asserted-by":"publisher","first-page":"429","DOI":"10.1016\/j.crad.2011.10.009","volume":"67","author":"Y Kao","year":"2012","unstructured":"Kao, Y, Chiou Y, Hung H, et al. Serum alpha-fetoprotein response can predict prognosis in hepatocellular carcinoma patients undergoing radiofrequency ablation therapy. Clin Radiol, 2012,67(5):429\u2013436","journal-title":"Clin Radiol"},{"issue":"12","key":"2900_CR36","doi-asserted-by":"publisher","first-page":"1066","DOI":"10.1016\/j.crad.2017.07.024","volume":"72","author":"B Jia","year":"2017","unstructured":"Jia B, Zhang D, Ludwig M, et al. Radiofrequency ablation versus resection for hepatocellular carcinoma in patients with Child-Pugh A liver cirrhosis: a meta-analysis. Clin Radiol, 2017,72(12):1066\u20131075","journal-title":"Clin Radiol"},{"issue":"5","key":"2900_CR37","doi-asserted-by":"publisher","first-page":"1185","DOI":"10.1016\/j.jhep.2021.11.013","volume":"76","author":"D D\u2019Avola","year":"2022","unstructured":"D\u2019Avola D, Granito A, Torre-Alaez M, et al. The importance of liver functional reserve in the nonsurgical treatment of hepatocellular carcinoma. J Hepatol, 2022,76(5):1185\u20131198","journal-title":"J Hepatol"}],"container-title":["Current Medical Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11596-024-2900-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11596-024-2900-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11596-024-2900-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,12,10]],"date-time":"2024-12-10T23:11:44Z","timestamp":1733872304000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11596-024-2900-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,9,30]]},"references-count":37,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2024,10]]}},"alternative-id":["2900"],"URL":"https:\/\/doi.org\/10.1007\/s11596-024-2900-4","relation":{},"ISSN":["2096-5230","2523-899X"],"issn-type":[{"type":"print","value":"2096-5230"},{"type":"electronic","value":"2523-899X"}],"subject":[],"published":{"date-parts":[[2024,9,30]]},"assertion":[{"value":"7 February 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 April 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 September 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare no conflicts of interest in this work.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of Interest Statement"}}]}}