BMJ Open (Apr 2021)
Are medical record front page data suitable for risk adjustment in hospital performance measurement? Development and validation of a risk model of in-hospital mortality after acute myocardial infarction
- Chao Zhang,
- Lin Li,
- Yan Liu,
- Bin Li,
- Jun Wang,
- Wei Liu,
- Xiang Li,
- Qi Zhang,
- Xueke Bai,
- Qianying Wang,
- Xi Li,
- Jing Zhang,
- Hui Zhang,
- Xin Li,
- Ying Wang,
- Min Zhang,
- Zhong Li,
- Lili Sun,
- Yuzhen Zhang,
- Qian Wang,
- Hong Wang,
- Wei Zhang,
- Lei Wu,
- Kai Li,
- Bo Yu,
- Hui Dai,
- Tianyu Liu,
- Guang Ma,
- Xiaoping Gao,
- Jie Wu,
- Shu Zhang,
- Junli Wang,
- Yan Han,
- Yong Wang,
- Guiling Li,
- Yang Cao,
- Yi Tian,
- Zheng Wan,
- Yin Zhou,
- Yun Chen,
- Jian Liu,
- Xin Jin,
- Jian Guan,
- Yu Huang,
- Feng Sun,
- Ruijun Zhang,
- Wei Luo,
- Qin Xu,
- Lei Shi,
- Xuexin Li,
- Weiwei Zhou,
- Long Chen,
- Wei Guo,
- Min Feng,
- Weimin Li,
- Qing Huang,
- Mei Chen,
- Yong Yi,
- Bin Xu,
- Yongfei Wang,
- Zhenqiu Lin,
- Jia Li,
- Chun Yuan,
- Ping Yang,
- Haifeng Wang,
- Zhiming Li,
- Kaihong Chen,
- Guangming Yang,
- Chun Wu,
- Liang Lu,
- Yong Gao,
- Hongyan Li,
- Xiaofei Li,
- Hua Lu,
- Yanlong Liu,
- Yuhong Liu,
- Ting Jiang,
- Yuhui Lin,
- Chaoqun Wu,
- Danwei Zhang,
- Tiannan Zhou,
- Guangda He,
- Shiping Weng,
- Shuying Xie,
- Lirong Wu,
- Jiulin Chen,
- Tianfa Li,
- Qin Yu,
- Shiguo Hao,
- Xuemei Wu,
- Yachen Zhang,
- Zhifeng Liu,
- Zhongxin Wang,
- Hao Jia,
- Bayin Bate,
- Badeng Qiqige,
- Xiang Jin,
- Ting Cai,
- Fengqin Liu,
- Dayong Xu,
- Xuejin He,
- Shui Yang,
- Jiping Wang,
- Lihua Gu,
- Shijiao Chen,
- Yongchao Zhi,
- Shengcheng Zhou,
- Lingjiao Jin,
- Yong Leng,
- Liangchuan Zhang,
- Tianyun Deng,
- Yuanjin Wang,
- Wenhua Zhang,
- Xinmin Ma,
- Xuan Ge,
- Xiaoping Wu,
- Yanming He,
- Fanju Meng,
- Dexi Liao,
- Guangyong Liu,
- Wen Qin,
- Wen Long,
- Xiangwen Chen,
- Baohong Zhang,
- Yonghou Yin,
- Bin Tian,
- Chaoyong Wu,
- Baoqi Liu,
- Zhihui Zhao,
- Haiming Li,
- Yansong Guo,
- Xinjing Chen,
- Liquan Xiang,
- Lin Ning,
- Xiuqi Li,
- Xing’an Wu,
- Congjun Tan,
- Mingfang Feng,
- Meili Wang,
- Liangfa Wen,
- Xiang Fu,
- Qunxing Xie,
- Yanni Zhuang,
- Jiaqian Lu,
- Qiuling Hu,
- Chunhui Xiao,
- Xiaoli Hu,
- Yongshuan Wu,
- Qiuli Wang,
- Youlin Xu,
- Xuefei Yu,
- Jianhong Zhang,
- You Zhang,
- Wentang Niu,
- Xiaolei Ma,
- Xiaowen Pan,
- Lifu Miao,
- Yanping Yin,
- Zhiying Zhang,
- Shutang Feng,
- Aiping Wang,
- Jiangli Zhang,
- Feipeng Li,
- Lijun Yu,
- Xinxin Zhao,
- Yuansheng Shen,
- Lizhen He,
- Zhiyi Rong,
- Xueqiao Wang,
- Rongjun Wan,
- Jianglin Tang,
- Guanghan Wu,
- Xiaohe Wu,
- Sang Ge,
- Pian Pu,
- Pingcuo Duoji,
- Yuming Du,
- Jianping Shi,
- Peihua Zhao,
- Jingsheng Sun,
- Hongxiang Li,
- Wen Liang,
- Zhiwen Dong,
- Zhenhai Zhao,
- Yaofeng Yuan,
- Zhirong Li,
- Jinbo Gao,
- Qiu’e Guo,
- Ruiqing Zhao,
- Guangjun Song,
- Lize Wang,
- Haiyun Song,
- Jinwen He,
- Jinming He,
- Keyong Shang,
- Changjiang Liu,
- Kuituan Xi,
- Rihui Liu,
- Peng Guo,
- Chaoyang Guo,
- Xiangjun Liu,
- Rujun Zhao,
- Zeyong Yu,
- Wenzhou Li,
- Xudong Jing,
- Huanling Wang,
- Xiyuan Zhao,
- Meifa Wei,
- Shengde Chen,
- Yong Fang,
- Ying Liao,
- Suzhe Cheng,
- Yunke Zhou,
- Xiaoxia Niu,
- Huifang Cao,
- Zebin Feng,
- Feilong Duan,
- Haiming Yi,
- Yuanxun Xu,
- Anran Guo,
- Xianshun Zhou,
- Hongzhuan Cai,
- Peng Zheng,
- Gaofeng Guo,
- Minwu Bao,
- Shaoliang Chen,
- Haibo Jia,
- Hongjuan Peng,
- Duanping Dai,
- Shaoxiong Hong,
- Song Chen,
- Dongya Zhang,
- Yudong Li,
- Jianbu Gao,
- Shouzhong Yang,
- Junhu An,
- Chenyang Shen,
- Yunfeng Liu,
- Huan Qu,
- Saiyong Chen,
- Dehai Jiao,
- Manhong Wang,
- Qiu Wang,
- Yingliang Xue,
- Cheng Yuan,
- Jianqing Zhang,
- Chunmei Wei,
- Yanmei Shen,
- Hehua Zhang,
- Hongmei Pan,
- Xiaowen Ma,
- Yanli Liang,
- Tianbiao Wang,
- Daguo Zhao,
- Xiaoming Tu,
- Zhenyan Gao,
- Fangning Wang,
- Qiang Yang,
- Xiaoping Kang,
- Jianbin Fang,
- Dongmei Liu,
- Chengning Shen,
- Mengfei Li,
- Yingmin Guan,
- Wenfeng Wang,
- Ting Xiao,
- Fengyun Jiang,
- Kaiyou Wu,
- Songguo Wang,
- Xujie Fu,
- Lifang Gao,
- Kai Fu,
- Xiaojing Duan,
- Rui Xiao,
- Ruixia Wu,
- Hongtu Zhang,
- Yuerong Ma,
- Zhonghui Cao,
- Zhansheng Ba,
- Wanhai Fu,
- Jianjun Jiang,
- Yafei Mi,
- Shiyu Zheng,
- Yang Zhong,
- Fangjiang Li,
- Xiaoyuan Wang,
- Pingshuan Dong,
- Laijing Du,
- Zhaofa He,
- Meihua Jin,
- Zhuoyan Chen,
- Manli Cheng,
- Yuqiang Ji,
- Youhua Zhou,
- Jvyuan Li,
- Yizhi Pan,
- Tianxun Wang,
- Guiyu Huang,
- Jianjun Pan,
- Qingliang Cai,
- Yuanming Yi,
- Xuelian Deng,
- Wenhua Chen,
- RongCai; Bing Zhang,
- Yousheng Xu,
- Zhengqiu Wang,
- Jun Shu,
- Puxia Suo,
- Aimin Zhang,
- Yongfen Kang,
- Yuemin Sun,
- Bo Bian,
- Xuejun Hu,
- Dawa Ciren,
- Guojiong Jia,
- Jieli Pan,
- Guofu Li,
- Hongliang Zhang,
- Longliang Zhan,
- Junping Fang,
- Xinli Yu,
- Dacheng Wang,
- Dajun Liu,
- Xinhong Cao,
- Haisheng Zhu,
- Wanchuan Liu,
- Zhaohai Zhou,
- Wuwang Fang,
- Manxin Chen,
- Fuqin Han,
- Jianye Fu,
- Yunmei Wang,
- Binglu Liu,
- Yanliang Zhang,
- Xiupin Yuan,
- Qingfei Lin,
- Yuliang Zhu,
- Zhiqiang Cai,
- Xingping Li,
- Lirong Ao,
- Shubing Wu,
- Fusheng Zhao,
- Renfei Liu,
- Wenwei Ai,
- Jianbao Chang,
- Haijie Zhao,
- Qijun Ran,
- Xuan Ma,
- Shijun Jiang,
- Xiaochun Shu,
- Zhiru Peng,
- Jianbin Wang,
- Li Yang; Yu Shen,
- Xingcun Shang,
- Zhisong Liao,
- Meiying Cai,
- Lining You,
- Shuqin Li,
- Yingjia Li,
- Jianxun Yang,
- Song Ai,
- Jianfei Ma,
- Lailin Deng,
- Keyu Wang,
- Shitang Gao,
- Banghua He,
- Youyi Lu,
- Weirong Yang,
- Zhizhong Zhang,
- Xiaohong Chi,
- Ru Duan,
- Guangli Wang
Affiliations
- Chao Zhang
- 5 Neuroendovascular Program, Beijing Escope Technology Inc, Beijing, Beijing, China
- Lin Li
- 1 Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden
- Yan Liu
- Gastroenterology and Hepatology, Baylor College of Medicine, Houston, Texas, USA
- Bin Li
- Biliary Tract Surgery Department I, Eastern Hepatobiliary Surgery Hospital, Secondary Military Medicine University, Shanghai, China
- Jun Wang
- Department of Stem Cell and Regenerative Medicine, Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, Chongqing, China
- Wei Liu
- 1 State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology & Blood Diseases Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, China
- Xiang Li
- 2 Guangdong Provincial Key Laboratory of Orthopaedics and Traumatology, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
- Qi Zhang
- Xianning Medical College, Hubei University of Science and Technology, Xianning, Hubei, China
- Xueke Bai
- National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, National Center for Cardiovascular Diseases, Beijing, People`s Republic of China
- Qianying Wang
- Xi Li
- professor
- Jing Zhang
- Department of Medical Statistics, School of Public Health, Sun Yat-Sen University, Guangzhou, Guangdong, China
- Hui Zhang
- Institute of Human Virology, Key Laboratory of Tropical Disease Control of Ministry of Education, Guangdong Engineering Research Center for Antimicrobial Agent and Immunotechnology, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China
- Xin Li
- Cancer Biology Research Center (Key Laboratory of the Ministry of Education, Hubei Provincial Key Laboratory of Tumor Invasion and Metastasis), Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, China
- Ying Wang
- 1 Australian Institute of Health Innovation, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, New South Wales, Australia
- Min Zhang
- Guangzhou University of Traditional Chinese Medicine Maoming Hospital, Maoming, Guangdong, China
- Zhong Li
- School of Health Policy and Management, Nanjing Medical University, Nanjing, Jiangsu, China
- Lili Sun
- Yuzhen Zhang
- Qian Wang
- Department of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
- Hong Wang
- 10 Graduate School of Public Health, University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania, USA
- Wei Zhang
- Department of Anesthesiology and Perioperative Medicine, Zhengzhou University People`s Hospital, Zhengzhou, Henan, China
- Lei Wu
- Department of Medical Oncology, Chongqing University Cancer Hospital, Chongqing, China
- Kai Li
- Department of Anesthesiology, China-Japan Union Hospital of Jilin University, Changchun, Jilin, People`s Republic of China
- Bo Yu
- Department of ENT and Head & Neck Surgery, Children`s Hospital,Zhejiang University School of Medicine, Hangzhou, China
- Hui Dai
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
- Tianyu Liu
- Department of Obstetrics and Gynecology, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
- Guang Ma
- Xiaoping Gao
- 4 Department of Neurology, The First Affiliated Hospital of Hunan Normal University, Changsha, China
- Jie Wu
- Department of Dermatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Shu Zhang
- Department of Emergency Medicine, Sichuan University West China Hospital, Chengdu, Sichuan, China
- Junli Wang
- Yan Han
- Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, Jiangsu, China
- Yong Wang
- 1 Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
- Guiling Li
- 2 Department of Gynecological Oncology, Wuhan Union Hospital, Wuhan, Hubei, China
- Yang Cao
- Clinical Epidemiology and Biostatistics, School of Medical Sciences, Örebro University, Örebro, Sweden
- Yi Tian
- 1 Department of Anesthesiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- Zheng Wan
- 6 Department of Cardiology, The General Hospital of Tianjin Medical University, Tianjin, China
- Yin Zhou
- SuZhou TongDiao Company, Suzhou, China
- Yun Chen
- School of Chemistry and Chemical Engineering, Center of Interventional Radiology and Vascular Surgery, Nurturing Center of Jiangsu Province for State Laboratory of AI Imaging & Interventional Radiology, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, Jiangsu, China
- Jian Liu
- 3 School of Nursing and Rehabilitation, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
- Xin Jin
- Institute of Population Research, Peking University, Beijing, People`s Republic of China
- Jian Guan
- 1 Department of Otolaryngology Head and Neck Surgery & Center of Sleep Medicine, Shanghai Jiao Tong University Affiliated Sixth People`s Hospital, Shanghai, China
- Yu Huang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, People`s Republic of China
- Feng Sun
- 1 Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Ruijun Zhang
- Wei Luo
- 2 Institute of translational medicine, The First People`s Hospital of Foshan, Foshan, People`s Republic of China
- Qin Xu
- 2 School of Nursing, Nanjing Medical University, 101Longmian Avenue,Jiangning District,Nanjing, 211166, China
- Lei Shi
- Department of Gastroenterology, The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Xuexin Li
- Weiwei Zhou
- Long Chen
- Laboratory of Transplantation Immunotherapy, Cellular and Molecular Therapeutics Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, USA
- Wei Guo
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People`s Republic of China
- Min Feng
- 1 Department of Nephrology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China
- Weimin Li
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Qing Huang
- Mei Chen
- Department of Radiation Oncology, Shanghai Jiao Tong University Medical School Affiliated Ruijin Hospital, Shanghai, Shanghai, China
- Yong Yi
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, Key Laboratory of Carcinogenesis and Cancer Invasion, Ministry of Education, Shanghai, China
- Bin Xu
- Department of Thoracic Surgery, Guangdong Provincial People`s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, People`s Republic of China
- Yongfei Wang
- Center for Outcomes Research and Evaluation, Yale New Haven Health System, New Haven, Connecticut, USA
- Zhenqiu Lin
- Center for Outcomes Research and Evaluation, Yale New Haven Health System, New Haven, Connecticut, USA
- Jia Li
- Department of Cardiology, Fuwai Hospital, National Centre for Cardiovascular Diseases, National Clinical Research Centre for Cardiovascular Diseases, Chinese Academy of Medical Sciences & Peking Union Medical College/ National Center for Cardiovascular Diseases, Beijing, China
- Chun Yuan
- 4 Department of Radiology, University of Washington, Seattle, Washington, USA
- Ping Yang
- Department of Cardiology, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China
- Haifeng Wang
- Department of Communicable Disease Control and Prevention, Henan Provincial Center for Disease Control and Prevention, Zhengzhou, Henan, China
- Zhiming Li
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, Guangzhou, China
- Kaihong Chen
- Department of Cardiology, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, China
- Guangming Yang
- Chun Wu
- 3Informatics and Predictive Sciences, Bristol Myers Squibb, USA
- Liang Lu
- Dongyang People`s Hospital, Jinhua, China
- Yong Gao
- 1 Department of Rehabilitation, Shaoxing People`s Hospital, Shaoxing, Zhejiang, China
- Hongyan Li
- State Environmental Protection Key Laboratory of Environmental Pollution Health Risk Assessment, South China Institute of Environmental Sciences, Ministry of Ecology and Environment, Guangzhou, Guangdong, China
- Xiaofei Li
- Department of Ultrasound, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Beijing, China
- Hua Lu
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, People`s Republic of China
- Yanlong Liu
- Yuhong Liu
- 1 State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, China
- Ting Jiang
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
- Yuhui Lin
- 1 Department of Pharmacology, School of Pharmacy, Nanjing Medical University, Nanjing, Jiangsu, China
- Chaoqun Wu
- assistant professor
- Danwei Zhang
- National Clinical Research Center of Cardiovascular Diseases, NHC Key Laboratory of Clinical Research for Cardiovascular Medications, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, National Center for Cardiovascular Diseases, Beijing, China
- Tiannan Zhou
- Center for Outcomes Research and Evaluation, Yale-New Haven Health System, New Haven, Connecticut, USA
- Guangda He
- National Clinical Research Center of Cardiovascular Diseases, NHC Key Laboratory of Clinical Research for Cardiovascular Medications, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, National Center for Cardiovascular Diseases, Beijing, China
- Shiping Weng
- Shuying Xie
- Lirong Wu
- Jiulin Chen
- Tianfa Li
- Qin Yu
- First Clinical Medical College, Lanzhou University, Lanzhou, Gansu, China
- Shiguo Hao
- Xuemei Wu
- Yachen Zhang
- Zhifeng Liu
- Zhongxin Wang
- Hao Jia
- Bayin Bate
- Badeng Qiqige
- Xiang Jin
- Ting Cai
- doctoral candidate
- Fengqin Liu
- Dayong Xu
- Xuejin He
- Shui Yang
- Jiping Wang
- Lihua Gu
- Shijiao Chen
- Yongchao Zhi
- Shengcheng Zhou
- Lingjiao Jin
- Yong Leng
- Liangchuan Zhang
- Tianyun Deng
- Yuanjin Wang
- Wenhua Zhang
- Department of Neurology, Zhejiang University School of Medicine Second Affiliated Hospital Department of Neurology, Hangzhou, Zhejiang, China
- Xinmin Ma
- Xuan Ge
- Xiaoping Wu
- Yanming He
- Fanju Meng
- Dexi Liao
- Guangyong Liu
- Wen Qin
- Wen Long
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China
- Xiangwen Chen
- Baohong Zhang
- Yonghou Yin
- Bin Tian
- Chaoyong Wu
- Baoqi Liu
- Zhihui Zhao
- Haiming Li
- Yansong Guo
- Xinjing Chen
- Liquan Xiang
- Lin Ning
- Xiuqi Li
- Xing’an Wu
- Congjun Tan
- Mingfang Feng
- Meili Wang
- Liangfa Wen
- Xiang Fu
- Qunxing Xie
- Yanni Zhuang
- Jiaqian Lu
- Qiuling Hu
- Chunhui Xiao
- Xiaoli Hu
- Yongshuan Wu
- Qiuli Wang
- Youlin Xu
- Xuefei Yu
- Jianhong Zhang
- You Zhang
- Department of Nuclear Medicine, Institute of Clinical Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Wentang Niu
- Xiaolei Ma
- Xiaowen Pan
- Lifu Miao
- Yanping Yin
- Zhiying Zhang
- 1 School of Medical Humanities, Capital Medical University, Beijing, China
- Shutang Feng
- Aiping Wang
- Department of Public Service, The First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China
- Jiangli Zhang
- Feipeng Li
- Lijun Yu
- Xinxin Zhao
- Hospice Ward, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China
- Yuansheng Shen
- Lizhen He
- Zhiyi Rong
- Xueqiao Wang
- Rongjun Wan
- Jianglin Tang
- Guanghan Wu
- Department of Anesthesiology, The First Affiliated Hospital of Shandong First Medical University, Jinan, Shandong, China
- Xiaohe Wu
- Sang Ge
- Pian Pu
- Pingcuo Duoji
- Yuming Du
- Jianping Shi
- Peihua Zhao
- Jingsheng Sun
- Hongxiang Li
- Wen Liang
- Zhiwen Dong
- Zhenhai Zhao
- Yaofeng Yuan
- Zhirong Li
- Jinbo Gao
- Qiu’e Guo
- Ruiqing Zhao
- Guangjun Song
- Lize Wang
- Haiyun Song
- Jinwen He
- Jinming He
- Keyong Shang
- Changjiang Liu
- Kuituan Xi
- Rihui Liu
- Peng Guo
- Chaoyang Guo
- Xiangjun Liu
- Department of Rheumatology and Immunology, Peking University People’s Hospital, Beijing, China
- Rujun Zhao
- Zeyong Yu
- Wenzhou Li
- Xudong Jing
- Huanling Wang
- Xiyuan Zhao
- Meifa Wei
- Shengde Chen
- Yong Fang
- Cancer Biology Research Center (Key Laboratory of the Ministry of Education, Hubei Provincial Key Laboratory of Tumor Invasion and Metastasis), Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, China
- Ying Liao
- Department of Cardiology, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, China
- Suzhe Cheng
- Yunke Zhou
- Xiaoxia Niu
- Huifang Cao
- Zebin Feng
- Feilong Duan
- Haiming Yi
- Yuanxun Xu
- Anran Guo
- Xianshun Zhou
- Hongzhuan Cai
- Peng Zheng
- Department of Public Health and Preventive Medicine, Jinan University School of Medicine, Guangzhou, Guangdong, China
- Gaofeng Guo
- Minwu Bao
- Shaoliang Chen
- Haibo Jia
- Department of Cardiology, 2nd Affiliated Hospital of Harbin Medical University, Harbin, People`s Republic of China
- Hongjuan Peng
- Duanping Dai
- Shaoxiong Hong
- Song Chen
- Department of Ophthalmology, Tianjin Medical University General Hospital, Tianjin, China
- Dongya Zhang
- Microbiome Research Center, Moon (Guangzhou) Biotech Ltd, Guangzhou, China
- Yudong Li
- Jianbu Gao
- Shouzhong Yang
- Junhu An
- Chenyang Shen
- Yunfeng Liu
- Department of Pediatrics, Peking University Third Hospital, Beijing, China
- Huan Qu
- Saiyong Chen
- Dehai Jiao
- Manhong Wang
- Qiu Wang
- Department of Rehabilitation Medicine, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China
- Yingliang Xue
- Cheng Yuan
- Jianqing Zhang
- Chunmei Wei
- Yanmei Shen
- Hehua Zhang
- Hongmei Pan
- Xiaowen Ma
- 1 Department of Pharmacology, Toxicology and Therapeutics, University of Kansas Medical Center, Kansas City, Kansas, USA
- Yanli Liang
- Tianbiao Wang
- Daguo Zhao
- Xiaoming Tu
- Zhenyan Gao
- Fangning Wang
- Qiang Yang
- Shenyang Xingqi Pharmaceutical Co., Ltd, Shenyang, China
- Xiaoping Kang
- Jianbin Fang
- Dongmei Liu
- Chengning Shen
- Mengfei Li
- Yingmin Guan
- Wenfeng Wang
- Ting Xiao
- Molecular Genetics Laboratory, Institute for Ophthalmic Research, Centre for Ophthalmology, University of Tübingen, Tübingen, Germany
- Fengyun Jiang
- Kaiyou Wu
- Songguo Wang
- Xujie Fu
- Lifang Gao
- Kai Fu
- Xiaojing Duan
- Rui Xiao
- Ruixia Wu
- Hongtu Zhang
- Yuerong Ma
- Zhonghui Cao
- Zhansheng Ba
- Wanhai Fu
- Jianjun Jiang
- Department of Palliative Care, West China School of Public Health and West China Fourth Hospital, Research Center for Palliative Care, West China-PUMC C.C. Chen Institute of Health, Sichuan University West China School of Public Health, Chengdu, Sichuan, China
- Yafei Mi
- Shiyu Zheng
- Yang Zhong
- Hospital of Chengdu Office of People`s Government of Tibetan Autonomous Region, Chengdu, Sichuan, China
- Fangjiang Li
- Xiaoyuan Wang
- Pingshuan Dong
- Laijing Du
- Zhaofa He
- Meihua Jin
- 1 Huzhou Center for Disease Control and Prevention, Huzhou, Zhejiang, China
- Zhuoyan Chen
- Manli Cheng
- Yuqiang Ji
- Youhua Zhou
- Jvyuan Li
- Yizhi Pan
- Tianxun Wang
- Guiyu Huang
- Jianjun Pan
- Qingliang Cai
- Yuanming Yi
- Xuelian Deng
- Wenhua Chen
- RongCai; Bing Zhang
- Yousheng Xu
- Zhengqiu Wang
- Jun Shu
- Puxia Suo
- Aimin Zhang
- Yongfen Kang
- Yuemin Sun
- Bo Bian
- Xuejun Hu
- Dawa Ciren
- Guojiong Jia
- Jieli Pan
- Guofu Li
- Hongliang Zhang
- Longliang Zhan
- Junping Fang
- Xinli Yu
- Beihang University, Beijing, China
- Dacheng Wang
- Dajun Liu
- Xinhong Cao
- Haisheng Zhu
- Wanchuan Liu
- Zhaohai Zhou
- Wuwang Fang
- Manxin Chen
- Fuqin Han
- Jianye Fu
- Yunmei Wang
- Binglu Liu
- Yanliang Zhang
- Xiupin Yuan
- Qingfei Lin
- Yuliang Zhu
- Zhiqiang Cai
- Division of Neonatology and Center for Newborn Care, Guangzhou Women and Children`s Medical Center, Guangzhou Medical University, Guangzhou, People`s Republic of China
- Xingping Li
- Lirong Ao
- Shubing Wu
- Fusheng Zhao
- Renfei Liu
- Wenwei Ai
- Jianbao Chang
- Haijie Zhao
- Qijun Ran
- Xuan Ma
- Shijun Jiang
- Xiaochun Shu
- Zhiru Peng
- Jianbin Wang
- Li Yang; Yu Shen
- Xingcun Shang
- Zhisong Liao
- Meiying Cai
- Lining You
- Shuqin Li
- Yingjia Li
- Jianxun Yang
- Song Ai
- Jianfei Ma
- Royal free hospital, Rheumatology, London, United Kingdom
- Lailin Deng
- Keyu Wang
- Shitang Gao
- Banghua He
- Youyi Lu
- Weirong Yang
- Zhizhong Zhang
- Xiaohong Chi
- Ru Duan
- Guangli Wang
- DOI
- https://doi.org/10.1136/bmjopen-2020-045053
- Journal volume & issue
-
Vol. 11,
no. 4
Abstract
Objectives To develop a model of in-hospital mortality using medical record front page (MRFP) data and assess its validity in case-mix standardisation by comparison with a model developed using the complete medical record data.Design A nationally representative retrospective study.Setting Representative hospitals in China, covering 161 hospitals in modelling cohort and 156 hospitals in validation cohort.Participants Representative patients admitted for acute myocardial infarction. 8370 patients in modelling cohort and 9704 patients in validation cohort.Primary outcome measures In-hospital mortality, which was defined explicitly as death that occurred during hospitalisation, and the hospital-level risk standardised mortality rate (RSMR).Results A total of 14 variables were included in the model predicting in-hospital mortality based on MRFP data, with the area under receiver operating characteristic curve of 0.78 among modelling cohort and 0.79 among validation cohort. The median of absolute difference between the hospital RSMR predicted by hierarchical generalised linear models established based on MRFP data and complete medical record data, which was built as ‘reference model’, was 0.08% (10th and 90th percentiles: −1.8% and 1.6%). In the regression model comparing the RSMR between two models, the slope and intercept of the regression equation is 0.90 and 0.007 in modelling cohort, while 0.85 and 0.010 in validation cohort, which indicated that the evaluation capability from two models were very similar.Conclusions The models based on MRFP data showed good discrimination and calibration capability, as well as similar risk prediction effect in comparison with the model based on complete medical record data, which proved that MRFP data could be suitable for risk adjustment in hospital performance measurement.
