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Development and Validation of a Machine Learning-Based Predictive Model for Postoperative Frailty in Patients with Non-Small Cell Lung Cancer and Its Relation to Early Recovery.

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Title: Development and Validation of a Machine Learning-Based Predictive Model for Postoperative Frailty in Patients with Non-Small Cell Lung Cancer and Its Relation to Early Recovery.
Authors: Su XE; Department of Anaesthesia, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China., Lin CL; Centre of Neurological and Metabolic Research, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China., Wang HG; Neusoft Research of Intelligent Healthcare Technology, Co. Ltd., Shenyang City, Liaoning Province, China., Jing-Liu; Neusoft Research of Intelligent Healthcare Technology, Co. Ltd., Shenyang City, Liaoning Province, China., Peng CB; Neusoft Research of Intelligent Healthcare Technology, Co. Ltd., Shenyang City, Liaoning Province, China., He HF; Department of Anaesthesia, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China., Wu S; Department of Anaesthesia, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China., Huang XF; Illawarra Health and Medical Research Institute and Molecular Horizons, School of Medicine, University of Wollongong, Wollongong, Australia., Lin S; Centre of Neurological and Metabolic Research, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China. shulin1956@126.com., Xie BY; Department of Nursing, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China. 2223627072@qq.com.
Source: Annals of surgical oncology [Ann Surg Oncol] 2025 Aug; Vol. 32 (8), pp. 5936-5947. Date of Electronic Publication: 2025 May 14.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 9420840 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1534-4681 (Electronic) Linking ISSN: 10689265 NLM ISO Abbreviation: Ann Surg Oncol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Development and Validation of a Machine Learning-Based Predictive Model for Postoperative Frailty in Patients with Non-Small Cell Lung Cancer and Its Relation to Early Recovery.
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  Data: <searchLink fieldCode="AU" term="%22Su+XE%22">Su XE</searchLink>; Department of Anaesthesia, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Lin+CL%22">Lin CL</searchLink>; Centre of Neurological and Metabolic Research, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China.<br /><searchLink fieldCode="AU" term="%22Wang+HG%22">Wang HG</searchLink>; Neusoft Research of Intelligent Healthcare Technology, Co. Ltd., Shenyang City, Liaoning Province, China.<br /><searchLink fieldCode="AU" term="%22Jing-Liu%22">Jing-Liu</searchLink>; Neusoft Research of Intelligent Healthcare Technology, Co. Ltd., Shenyang City, Liaoning Province, China.<br /><searchLink fieldCode="AU" term="%22Peng+CB%22">Peng CB</searchLink>; Neusoft Research of Intelligent Healthcare Technology, Co. Ltd., Shenyang City, Liaoning Province, China.<br /><searchLink fieldCode="AU" term="%22He+HF%22">He HF</searchLink>; Department of Anaesthesia, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Wu+S%22">Wu S</searchLink>; Department of Anaesthesia, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Huang+XF%22">Huang XF</searchLink>; Illawarra Health and Medical Research Institute and Molecular Horizons, School of Medicine, University of Wollongong, Wollongong, Australia.<br /><searchLink fieldCode="AU" term="%22Lin+S%22">Lin S</searchLink>; Centre of Neurological and Metabolic Research, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China. shulin1956@126.com.<br /><searchLink fieldCode="AU" term="%22Xie+BY%22">Xie BY</searchLink>; Department of Nursing, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China. 2223627072@qq.com.
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  Data: <searchLink fieldCode="JN" term="%229420840%22">Annals of surgical oncology</searchLink> [Ann Surg Oncol] 2025 Aug; Vol. 32 (8), pp. 5936-5947. <i>Date of Electronic Publication: </i>2025 May 14.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9420840 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1534-4681 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210689265%22">10689265 </searchLink><i>NLM ISO Abbreviation: </i>Ann Surg Oncol <i>Subsets: </i>MEDLINE
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        Value: 10.1245/s10434-025-17353-2
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      – Code: eng
        Text: English
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        StartPage: 5936
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      – TitleFull: Development and Validation of a Machine Learning-Based Predictive Model for Postoperative Frailty in Patients with Non-Small Cell Lung Cancer and Its Relation to Early Recovery.
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            – D: 01
              M: 08
              Text: 2025 Aug
              Type: published
              Y: 2025
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