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Ensemble learning system to identify nutritional risk and malnutrition in cancer patients without weight loss information

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References

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Acknowledgements

This work was supported in part by the National Key Research and Development Program (2017YFC1309200) and the National Natural Science Foundation of China (81673167). We also acknowledge the INSCOC project members for their substantial work on data collection and patient follow-up.

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Authors and Affiliations

  1. Department of Clinical Nutrition, Daping Hospital, Army Medical University (Third Military Medical University), Chongqing, 400042, China

    Liangyu Yin, Jie Liu & Hongxia Xu

  2. Institute of Hepatopancreatobiliary Surgery, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing, 400038, China

    Liangyu Yin

  3. Department of General Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China

    Ming Liu

  4. Department of Traditional Chinese Medicine, Tangdu Hospital, Air Force Medical University (The Fourth Military Medical University), Xi’an, 710038, China

    Jin Zheng

  5. Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China

    Aiguo Xu

  6. Department of Nutrition, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China

    Quanjun Lyu

  7. Department of GI Cancer Research Institute, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China

    Yongdong Feng

  8. Department of Medical Oncology, Fujian Cancer Hospital, Fujian Medical University Cancer Hospital, Fuzhou, 350014, China

    Zengqing Guo

  9. Department of Oncology, The Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China

    Hu Ma

  10. Department of Experimental Surgery, Xijing Hospital, Fourth Military Medical University, Xi’an, 710032, China

    Jipeng Li

  11. Department of Colorectal and Anus Surgery, Xiangya Hospital of Central South University, Changsha, 410008, China

    Zhikang Chen

  12. Department of Oncology, The People’s Hospital of Dujiangyan, Dujiangyan, 611830, China

    Hui Wang

  13. Department of Clinical Nutrition, The First Hospital of Hebei Medical University, Shijiazhuang, 050031, China

    Zengning Li

  14. Department of Clinical Nutrition, The Fourth Affiliated Hospital of Harbin Medical University, Harbin, 150001, China

    Chunling Zhou

  15. Department of Oncology, Affiliated Hospital of North Sichuan Medical College, Nanchong, 637000, China

    Xi Gao

  16. Department of Clinical Nutrition, The First Affiliated Hospital of Kunming Medical University, Kunming, 650032, China

    Min Weng

  17. Department of Integrated Chinese and Western Medicine, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Hangzhou, 310022, China

    Qinghua Yao

  18. Cancer Center, The First Hospital of Jilin University, Changchun, 130021, China

    Wei Li

  19. Department of Radiation Oncology, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610041, China

    Tao Li

  20. Department of Gastrointestinal Surgery and Department of Clinical Nutrition, Beijing Shijitan Hospital, Capital Medical University, Beijing, 100038, China

    Hanping Shi

  21. Key Laboratory of Cancer FSMP for State Market Regulation, Beijing, 100038, China

    Hanping Shi

Authors
  1. Liangyu Yin
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  2. Jie Liu
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  3. Ming Liu
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  4. Jin Zheng
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  5. Aiguo Xu
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  6. Quanjun Lyu
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  7. Yongdong Feng
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  8. Zengqing Guo
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  9. Hu Ma
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  10. Jipeng Li
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  11. Zhikang Chen
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  12. Hui Wang
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  13. Zengning Li
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  14. Chunling Zhou
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  15. Xi Gao
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  16. Min Weng
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  17. Qinghua Yao
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  18. Wei Li
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  19. Tao Li
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  20. Hanping Shi
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  21. Hongxia Xu
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Corresponding authors

Correspondence to Hanping Shi or Hongxia Xu.

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The author(s) declare that they have no conflict of interest.

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Ensemble learning system to identify nutritional risk and malnutrition in cancer patients without weight loss information

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Yin, L., Liu, J., Liu, M. et al. Ensemble learning system to identify nutritional risk and malnutrition in cancer patients without weight loss information. Sci. China Life Sci. 66, 1200–1203 (2023). https://doi.org/10.1007/s11427-022-2255-4

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  • DOI: https://doi.org/10.1007/s11427-022-2255-4

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