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GWO+RuleFit: rule-based explainable machine-learning combined with heuristics to predict mid-treatment FDG PET response to chemoradiation for locally advanced non-small cell lung cancer.
Duan, Chunyan; Liu, Qiantuo; Wang, Jiajie; Tong, Qianqian; Bai, Fangyun; Han, Jie; Wang, Shouyi; Hippe, Daniel S; Zeng, Jing; Bowen, Stephen R.
Affiliation
  • Duan C; Department of Mechanical Engineering, School of Mechanical Engineering, Tongji University, 4800 Cao'an Highway, Shanghai 201804, People's Republic of China.
  • Liu Q; Department of Mechanical Engineering, School of Mechanical Engineering, Tongji University, 4800 Cao'an Highway, Shanghai 201804, People's Republic of China.
  • Wang J; Department of Mechanical Engineering, School of Mechanical Engineering, Tongji University, 4800 Cao'an Highway, Shanghai 201804, People's Republic of China.
  • Tong Q; Maseeh Department of Civil, Architectural and Environmental Engineering, Cockrell School of Engineering, The University of Texas at Austin, 301 East Dean Keeton Street, Austin, TX 78712, United States of America.
  • Bai F; Shanghai Yangzhi Rehabilitation Hospital (Shanghai Sunshine Rehabilitation Center), School of Medicine, Tongji University, 2209 Guangxing Road, Shanghai 201613, People's Republic of China.
  • Han J; Department of Industrial, Manufacturing, and Systems Engineering, College of Engineering, The University of Texas at Arlington, 500 West First Street, Arlington, TX 76019, United States of America.
  • Wang S; Department of Industrial, Manufacturing, and Systems Engineering, College of Engineering, The University of Texas at Arlington, 500 West First Street, Arlington, TX 76019, United States of America.
  • Hippe DS; Clinical Research Division, Fred Hutchinson Cancer Center, 1100 Fairview Avenue North, Seattle, WA 98109, United States of America.
  • Zeng J; Department of Radiation Oncology, School of Medicine, University of Washington, 1959 North East Pacific Street, Seattle, WA 98195, United States of America.
  • Bowen SR; Clinical Research Division, Fred Hutchinson Cancer Center, 1100 Fairview Avenue North, Seattle, WA 98109, United States of America.
Phys Med Biol ; 69(15)2024 Jul 23.
Article in En | MEDLINE | ID: mdl-38981590
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Carcinoma, Non-Small-Cell Lung / Fluorodeoxyglucose F18 / Positron-Emission Tomography / Chemoradiotherapy / Machine Learning / Lung Neoplasms Limits: Aged / Female / Humans / Male / Middle aged Language: En Journal: Phys Med Biol Year: 2024 Document type: Article Country of publication: Reino Unido
Fulltext
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Carcinoma, Non-Small-Cell Lung / Fluorodeoxyglucose F18 / Positron-Emission Tomography / Chemoradiotherapy / Machine Learning / Lung Neoplasms Limits: Aged / Female / Humans / Male / Middle aged Language: En Journal: Phys Med Biol Year: 2024 Document type: Article Country of publication: Reino Unido