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Comparison Between Cox Proportional Hazards and Machine Learning Models for the Prognostication of Recurrence and Survival Following Liver Resection for Hepatocellular Carcinoma.

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Title: Comparison Between Cox Proportional Hazards and Machine Learning Models for the Prognostication of Recurrence and Survival Following Liver Resection for Hepatocellular Carcinoma.
Authors: Tan HL; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore., Liauw CYT; Department of Data Science, Singapore General Hospital, Singapore, Singapore., Chua TL; Department of Data Science, Singapore General Hospital, Singapore, Singapore., Lam AYR; Department of Data Science, Singapore General Hospital, Singapore, Singapore.; Department of Endocrinology, Singapore General Hospital, Singapore, Singapore., Chan C; Department of Data Science, Singapore General Hospital, Singapore, Singapore.; Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, North Carolina, USA., Koh YX; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore., Teo JY; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore., Cheow PC; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore., Chung AYF; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore., Goh BKP; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore.
Source: Journal of hepato-biliary-pancreatic sciences [J Hepatobiliary Pancreat Sci] 2025 Oct; Vol. 32 (10), pp. 745-755. Date of Electronic Publication: 2025 Jul 20.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Wiley Japan Country of Publication: Japan NLM ID: 101528587 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1868-6982 (Electronic) Linking ISSN: 18686974 NLM ISO Abbreviation: J Hepatobiliary Pancreat Sci Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Comparison Between Cox Proportional Hazards and Machine Learning Models for the Prognostication of Recurrence and Survival Following Liver Resection for Hepatocellular Carcinoma.
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  Data: <searchLink fieldCode="AU" term="%22Tan+HL%22">Tan HL</searchLink>; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Liauw+CYT%22">Liauw CYT</searchLink>; Department of Data Science, Singapore General Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chua+TL%22">Chua TL</searchLink>; Department of Data Science, Singapore General Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Lam+AYR%22">Lam AYR</searchLink>; Department of Data Science, Singapore General Hospital, Singapore, Singapore.; Department of Endocrinology, Singapore General Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chan+C%22">Chan C</searchLink>; Department of Data Science, Singapore General Hospital, Singapore, Singapore.; Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, North Carolina, USA.<br /><searchLink fieldCode="AU" term="%22Koh+YX%22">Koh YX</searchLink>; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Teo+JY%22">Teo JY</searchLink>; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Cheow+PC%22">Cheow PC</searchLink>; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chung+AYF%22">Chung AYF</searchLink>; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Goh+BKP%22">Goh BKP</searchLink>; Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center, Singapore, Singapore.
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  Data: <searchLink fieldCode="JN" term="%22101528587%22">Journal of hepato-biliary-pancreatic sciences</searchLink> [J Hepatobiliary Pancreat Sci] 2025 Oct; Vol. 32 (10), pp. 745-755. <i>Date of Electronic Publication: </i>2025 Jul 20.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wiley+Japan%22">Wiley Japan </searchLink><i>Country of Publication: </i>Japan <i>NLM ID: </i>101528587 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1868-6982 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2218686974%22">18686974 </searchLink><i>NLM ISO Abbreviation: </i>J Hepatobiliary Pancreat Sci <i>Subsets: </i>MEDLINE
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        Value: 10.1002/jhbp.12186
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      – Code: eng
        Text: English
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        StartPage: 745
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      – TitleFull: Comparison Between Cox Proportional Hazards and Machine Learning Models for the Prognostication of Recurrence and Survival Following Liver Resection for Hepatocellular Carcinoma.
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            – D: 01
              M: 10
              Text: 2025 Oct
              Type: published
              Y: 2025
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