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Identification of key factors and explainability analysis for surgical decision-making in hepatic alveolar echinococcosis assisted by machine learning.

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Title: Identification of key factors and explainability analysis for surgical decision-making in hepatic alveolar echinococcosis assisted by machine learning.
Authors: Zhu DL; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Tulahong A; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Liu C; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Aierken A; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Tan W; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Ruze R; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Yuan ZD; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Yin L; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Jiang TM; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Lin RY; State Key Laboratory of Pathogenesis, Prevention, and Treatment of Central Asian High Incidence Diseases, Clinical Medical Research Institute, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Shao YM; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China., Aji T; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China. tuergan1@163.com.
Source: World journal of gastroenterology [World J Gastroenterol] 2025 Oct 07; Vol. 31 (37), pp. 111038.
Publication Type: Journal Article
Journal Info: Publisher: Baishideng Publishing Group Country of Publication: United States NLM ID: 100883448 Publication Model: Print Cited Medium: Internet ISSN: 2219-2840 (Electronic) Linking ISSN: 10079327 NLM ISO Abbreviation: World J Gastroenterol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Zhu+DL%22">Zhu DL</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Tulahong+A%22">Tulahong A</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Liu+C%22">Liu C</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Aierken+A%22">Aierken A</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Tan+W%22">Tan W</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Ruze+R%22">Ruze R</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Yuan+ZD%22">Yuan ZD</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Yin+L%22">Yin L</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Jiang+TM%22">Jiang TM</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Lin+RY%22">Lin RY</searchLink>; State Key Laboratory of Pathogenesis, Prevention, and Treatment of Central Asian High Incidence Diseases, Clinical Medical Research Institute, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Shao+YM%22">Shao YM</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.<br /><searchLink fieldCode="AU" term="%22Aji+T%22">Aji T</searchLink>; Department of Hepatobiliary and Echinococcosis Surgery, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China. tuergan1@163.com.
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            – D: 07
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              Text: 2025 Oct 07
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