缺血性卒中患者院内复发风险预测模型开发与验证研究 Development and Validation of a Predictive Model for In-Hospital Recurrence Risk in Ischemic Stroke Patients
目的 开发基于机器学习算法的缺血性卒中患者院内复发风险的预测模型,并进行外部验证,为相关研究提供借鉴。 方法 开发队列为中国卒中联盟(China Stroke Center Alliance,CSCA)研究队列,将此队列中的缺血性卒中患者按照8∶2随机划分为训练集和内部验证集。验证队列为第3次中国国家卒中登记(the third China national stroke registry,CNSR-Ⅲ)研究队列。基于指南、文献回顾,确定备选预测因子,然后采用拉索(least absolute shrinkage and selection operator,LASSO)回归进行筛选。基于l...
| Published in: | Zhongguo cuzhong zazhi |
|---|---|
| Main Author: | 陈思玎1,姜英玉1,王春娟2,杨昕2,李子孝2,姜勇1,3,王拥军1,4,5,谷鸿秋1,2 |
| Format: | Article |
| Language: | Chinese |
| Published: |
Editorial Department of Chinese Journal of Stroke
2023-12-01
|
| Subjects: | |
| Online Access: | http://www.chinastroke.org.cn/CN/article/openArticlePDF.jsp?id=3940 |
Similar Items
2016—2022年中国急性缺血性卒中静脉溶栓趋势及阿替普酶与尿激酶静脉溶栓院内结局比较分析 Trend of Intravenous Thrombolysis and a Comparative Analysis of In-hospital Outcomes of Intravenous Thrombolysis with Alteplase or Urokinase in Acute Ischemic Stroke in China from 2016 to 2022
by: 宗黎霞1,谷鸿秋2,杨昕2,姜英玉2,李子孝1,2,王春娟1,2
Published: (2023-10-01)
by: 宗黎霞1,谷鸿秋2,杨昕2,姜英玉2,李子孝1,2,王春娟1,2
Published: (2023-10-01)
轻型急性缺血性卒中患者院内神经功能恶化预测模型的开发与验证研究 Development and Validation of a Prediction Model of In-Hospital Neurological Deterioration for Patients with Minor Acute Ischemic Stroke
by: 伊珞1*,姜英玉2*,孟霞2,姜勇2,王拥军1,2,谷鸿秋2(*第一作者)
Published: (2024-05-01)
by: 伊珞1*,姜英玉2*,孟霞2,姜勇2,王拥军1,2,谷鸿秋2(*第一作者)
Published: (2024-05-01)
脑出血患者卒中前痴呆与院内结局:基于中国卒中中心联盟登记数据库的分析 Pre-Stroke Dementia and In-Hospital Outcomes in Patients with Intracerebral Hemorrhage: An Analysis Based on the China Stroke Center Alliance Registry Database
by: 李秋菊1,尹金风2,王春娟2,3,杨昕2,任添华1,李子孝2,3,4,谷鸿秋2,姜勇2 (LI Qiuju1, YIN Jinfeng2, WANG Chunjuan2,3, YANG Xin2, REN Tianhua1, LI Zixiao2,3,4, GU Hongqiu2, JIANG Yong2)
Published: (2025-03-01)
by: 李秋菊1,尹金风2,王春娟2,3,杨昕2,任添华1,李子孝2,3,4,谷鸿秋2,姜勇2 (LI Qiuju1, YIN Jinfeng2, WANG Chunjuan2,3, YANG Xin2, REN Tianhua1, LI Zixiao2,3,4, GU Hongqiu2, JIANG Yong2)
Published: (2025-03-01)
基于机器学习算法的脑出血相关肺炎预测模型研究
by: 王孟1,2,覃露3 ,王春娟1,2,李姣3 ,王伊龙1 ,赵性泉1 ,王拥军1,2,李子孝1,2
Published: (2020-03-01)
by: 王孟1,2,覃露3 ,王春娟1,2,李姣3 ,王伊龙1 ,赵性泉1 ,王拥军1,2,李子孝1,2
Published: (2020-03-01)
基于脑影像及临床特征的机器学习模型预测缺血性卒中后心房颤动 A Machine Learning Model Based on Brain Imaging and Clinical Features for Predicting Atrial Fibrillation Detected after Stroke
by: 张栗源1,刘涛2,姜勇1,李子孝1,3,王拥军1,3,杨晓萌1,3(ZHANG Liyuan1, LIU Tao2, JIANG Yong1, LI Zixiao1,3, WANG Yongjun1,3, YANG Xiaomeng1,3 )
Published: (2025-04-01)
by: 张栗源1,刘涛2,姜勇1,李子孝1,3,王拥军1,3,杨晓萌1,3(ZHANG Liyuan1, LIU Tao2, JIANG Yong1, LI Zixiao1,3, WANG Yongjun1,3, YANG Xiaomeng1,3 )
Published: (2025-04-01)
基于可解释性机器学习模型的轻型缺血性卒中复发预测研 (Research on Prediction of Recurrence of Minor Ischemic Stroke Based on Interpretable Machine Learning Models)
by: 莫秋红1,丁晓波1,李靓1,2,张岩波1,2,李伟荣1,3 (MO Qiuhong1, DING Xiaobo1, LI Jing1,2, ZHANG Yanbo1,2, LI Weirong1,3 )
Published: (2024-08-01)
by: 莫秋红1,丁晓波1,李靓1,2,张岩波1,2,李伟荣1,3 (MO Qiuhong1, DING Xiaobo1, LI Jing1,2, ZHANG Yanbo1,2, LI Weirong1,3 )
Published: (2024-08-01)
院内大血管闭塞性卒中血管内治疗患者的临床特征及预后因素分析 Clinical Characteristics and Prognostic Analysis of Patients with Endovascular Treatment for In-Hospital Large Vessel Occlusive Stroke
by: 张莉1,刘志广1,2,傅新民1,2,张洋2,宗海亮3 (ZHANG Li1, LIU Zhiguang1,2, FU Xinmin1,2, ZHANG Yang2, ZONG Hailiang3 )
Published: (2024-03-01)
by: 张莉1,刘志广1,2,傅新民1,2,张洋2,宗海亮3 (ZHANG Li1, LIU Zhiguang1,2, FU Xinmin1,2, ZHANG Yang2, ZONG Hailiang3 )
Published: (2024-03-01)
颅内动脉与颈动脉并存斑块分布特征对缺血性卒中复发风险的预测价值研究 Study on the Predictive Value of the Intracranial and Carotid Arteries Coexisting Atherosclerotic Plaque Distribution Characteristics for the Risk of Ischemic Stroke Recurrence
by: 赵晨阳1,李进2,李东野3,乔会昱4,赵锡海4,周丹1(ZHAO Chenyang1, LI Jin2, LI Dongye3, QIAO Huiyu4, ZHAO Xihai4, ZHOU Dan1 )
Published: (2024-06-01)
by: 赵晨阳1,李进2,李东野3,乔会昱4,赵锡海4,周丹1(ZHAO Chenyang1, LI Jin2, LI Dongye3, QIAO Huiyu4, ZHAO Xihai4, ZHOU Dan1 )
Published: (2024-06-01)
人工智能与机器学习在心脑血管疾病管理中的应用与前景:美国心脏学会使用人工智能改善心脏疾病结局科学声明解读 Applications and Prospects of Artificial Intelligence and Machine Learning in the Management of Cardiovascular and Cerebrovascular Diseases: An Interpretation of the American Heart Association’s Scientific Statement on Improving Cardiovascular Outcomes Using Artificial Intelligence
by: 孟令涉1,王春娟1,2 (MENG Lingshe1, WANG Chunjuan1,2 )
Published: (2024-06-01)
by: 孟令涉1,王春娟1,2 (MENG Lingshe1, WANG Chunjuan1,2 )
Published: (2024-06-01)
西安地区卒中患者1年卒中复发预测模型的构建
by: 蔺雪梅,王芳,王静,曹欢,逯青丽,刘仲仲,段康丽,吴松笛
Published: (2020-01-01)
by: 蔺雪梅,王芳,王静,曹欢,逯青丽,刘仲仲,段康丽,吴松笛
Published: (2020-01-01)
缺血性卒中患者服药依从性影响因素分析 Analysis of the Influencing Factors of Medication Adherence in Ischemic Stroke Patients
by: 薛明月1,张慧鑫2,苏丹1,李丽霞1,李晶玮1,李虹3 (XUE Mingyue1, ZHANG Huixin2, SU Dan1, LI Lixia1, LI Jingwei1, LI Hong3 )
Published: (2024-08-01)
by: 薛明月1,张慧鑫2,苏丹1,李丽霞1,李晶玮1,李虹3 (XUE Mingyue1, ZHANG Huixin2, SU Dan1, LI Lixia1, LI Jingwei1, LI Hong3 )
Published: (2024-08-01)
卒中医疗质量改进临床研究进展 Progress in Clinical Research of Medical Quality Improvement in Stroke
by: 姜晓晴1,2,李子孝1,2,3,4,王拥军1,2,3,4 (JIANG Xiaoqing1,2, LI Zixiao1,2,3,4, WANG Yongjun1,2,3,4 )
Published: (2024-02-01)
by: 姜晓晴1,2,李子孝1,2,3,4,王拥军1,2,3,4 (JIANG Xiaoqing1,2, LI Zixiao1,2,3,4, WANG Yongjun1,2,3,4 )
Published: (2024-02-01)
基于连续分类策略的动物油红外光谱无损识别Non-destructive recognition of animal oil by infrared spectroscopy based on continuous classification strategy
by: 邱薇纶1,王晓庆2 QIU Weilun1, WANG Xiaoqing2
Published: (2023-10-01)
by: 邱薇纶1,王晓庆2 QIU Weilun1, WANG Xiaoqing2
Published: (2023-10-01)
基于数字图像比色法的食用油酸价检测研究Determination of acid value of edible oil by digital image colorimetry-based method
by: 李跃凡1,马改琴1,王媛媛1,张帆2,于修烛1LI Yuefan1, MA Gaiqin1, WANG Yuanyuan1, ZHANG Fan2, YU Xiuzhu1
Published: (2025-07-01)
by: 李跃凡1,马改琴1,王媛媛1,张帆2,于修烛1LI Yuefan1, MA Gaiqin1, WANG Yuanyuan1, ZHANG Fan2, YU Xiuzhu1
Published: (2025-07-01)
CD4+ CD25high T细胞和FOXP3在不明原因复发性自然流产中的作用
Published: (2010-01-01)
Published: (2010-01-01)
数字健康在脑血管病领域的应用及未来发展趋势 Applications of Digital Health in Cerebrovascular Diseases: Current Trends and Future Perspectives
by: 冯致远1,2,李子孝1,2,王春娟1,2 (FENG Zhiyuan1,2, LI Zixiao1,2, WANG Chunjuan1,2 )
Published: (2024-06-01)
by: 冯致远1,2,李子孝1,2,王春娟1,2 (FENG Zhiyuan1,2, LI Zixiao1,2, WANG Chunjuan1,2 )
Published: (2024-06-01)
英国国家卒中临床指南2023版要点及解读——卒中的组织化服务 Interpretation of the Keypoints and Updates on National Clinical Guideline for Stroke for the United Kingdom and Ireland (Edition 2023) —Organisation of Stroke Services
by: 王文洁1,毛佳文1,侯叶叶1,杨昕2,3,李子孝1,2,3,4
Published: (2023-12-01)
by: 王文洁1,毛佳文1,侯叶叶1,杨昕2,3,李子孝1,2,3,4
Published: (2023-12-01)
标准化救治体系在院内卒中管理中的应用——北京协和医院院内卒中急性期绿色通道救治1例报道 Application of Standardized Stroke Care System in In-hospital Stroke Management: A Case of In-hospital Stroke Fast Tract Care in Beijing Union Medical College Hospital
by: 付瀚辉, 洪月慧, 沈东超, 张晓波, 曹剑, 王健, 成思航, 徐维锋, 东洁, 潘慧, 朱以诚, 倪俊
Published: (2022-07-01)
by: 付瀚辉, 洪月慧, 沈东超, 张晓波, 曹剑, 王健, 成思航, 徐维锋, 东洁, 潘慧, 朱以诚, 倪俊
Published: (2022-07-01)
红花籽油营养成分和功效研究进展Research progress on nutrients and efficacy of safflower seed oil
by: 王曦1,2,尚嘉毅1,3,惠菊1,3,赵瑾凯1,2,王翔宇1,3,王黎明1,2,初柏君1,3,安泰1,2 WANG Xi1,2, SHANG Jiayi1,3, HUI Ju1,3, ZHAO Jinkai1,2, WANG Xiangyu1,3, WANG Liming1,2, CHU Baijun1,3, AN Tai1,2
Published: (2024-10-01)
by: 王曦1,2,尚嘉毅1,3,惠菊1,3,赵瑾凯1,2,王翔宇1,3,王黎明1,2,初柏君1,3,安泰1,2 WANG Xi1,2, SHANG Jiayi1,3, HUI Ju1,3, ZHAO Jinkai1,2, WANG Xiangyu1,3, WANG Liming1,2, CHU Baijun1,3, AN Tai1,2
Published: (2024-10-01)
心脑血管疾病与气象因素关系预测模型的建立与评估 Establishment and Evaluation of the Prediction Models of the Relationship between Cardiovascular and Cerebrovascular Diseases and Meteorological Factors
by: 尚媛媛1,杜正静2,陈静怡3,彭波2,龙杰琦1 (SHANG Yuanyuan1, DU Zhengjing2, CHEN Jingyi3, PENG Bo2, LONG Jieqi1 )
Published: (2024-06-01)
by: 尚媛媛1,杜正静2,陈静怡3,彭波2,龙杰琦1 (SHANG Yuanyuan1, DU Zhengjing2, CHEN Jingyi3, PENG Bo2, LONG Jieqi1 )
Published: (2024-06-01)
下肢康复机器人联合头针治疗对老年缺血性卒中患者步行效率和协调功能影响调查 The Effects of Lower Limb Rehabilitation Robot Combined with Scalp Acupuncture on the Walking Efficiency and Coordination Function in Elderly Patients with Ischemic Stroke
by: 张梦若1,徐守臣2,隋翠翠1,李玉奎1,王雪莉1 (ZHANG Mengruo1, XU Shouchen2, SUI Cuicui1, LI Yukui1, WANG Xueli1 )
Published: (2024-08-01)
by: 张梦若1,徐守臣2,隋翠翠1,李玉奎1,王雪莉1 (ZHANG Mengruo1, XU Shouchen2, SUI Cuicui1, LI Yukui1, WANG Xueli1 )
Published: (2024-08-01)
数字生物标志物:打开数智医疗应用的钥匙 Digital Biomarkers: Unlocking the Potential of Digital Intelligent Healthcare
by: 周宏宇1,2,李子孝1,2 (ZHOU Hongyu1,2, LI Zixiao1,2 )
Published: (2025-04-01)
by: 周宏宇1,2,李子孝1,2 (ZHOU Hongyu1,2, LI Zixiao1,2 )
Published: (2025-04-01)
基于机器学习的新发急性缺血性卒中患者1年功能预后预测研究
by: 陈思玎,俞蔚然,黄馨莹,刘欢,姜勇,王拥军
Published: (2022-03-01)
by: 陈思玎,俞蔚然,黄馨莹,刘欢,姜勇,王拥军
Published: (2022-03-01)
医疗质量研究理论概述与脑血管病实践 Overview of Medical Quality Research Theory and Practice in Cerebrovascular Diseases
by: 闫皓宇1,王春娟2,杨昕1,翟屹1,李子孝3,谷鸿秋1,2 (YAN Haoyu1, WANG Chunjuan2, YANG Xin1, ZHAI Yi1, LI Zixiao3, GU Hongqiu1,2 )
Published: (2024-12-01)
by: 闫皓宇1,王春娟2,杨昕1,翟屹1,李子孝3,谷鸿秋1,2 (YAN Haoyu1, WANG Chunjuan2, YANG Xin1, ZHAI Yi1, LI Zixiao3, GU Hongqiu1,2 )
Published: (2024-12-01)
2019~2021年某肿瘤专科医院院内感染情况分析
by: 黄丽华, et al.
Published: (2023-07-01)
by: 黄丽华, et al.
Published: (2023-07-01)
中链脂肪酸及其甘油酯开发应用现状Development and application status of medium-chain fatty acid and its glycerides
by: 王苑力1,2,栾霞1,杨剀舟1,魏征1WANG Yuanli1,2,LUAN Xia1,YANG Kaizhou1,WEI Zheng1
Published: (2024-04-01)
by: 王苑力1,2,栾霞1,杨剀舟1,魏征1WANG Yuanli1,2,LUAN Xia1,YANG Kaizhou1,WEI Zheng1
Published: (2024-04-01)
蛛网膜下腔出血继发症状性癫痫的发生率、危险因素及院内结局:来自中国卒中联盟登记数据库的分析 Incidence, Risk Factors and In-hospital Outcomes of Symptomatic Seizures after Subarachnoid Hemorrhage:Analysis from China Stroke Center Alliance Registry Database
by: 谷鸿秋,杨昕,王春娟,李子孝,王伊龙,王拥军,姜勇
Published: (2020-06-01)
by: 谷鸿秋,杨昕,王春娟,李子孝,王伊龙,王拥军,姜勇
Published: (2020-06-01)
低场强磁共振成像系统的发展简史及其在神经系统疾病中的应用和展望 A Brief History of the Development of Low-Field Magnetic Resonance Imaging Systems and Their Applications and Prospects in Neurological Diseases
by: 谢雪微1,2*,荆京1,2*,姜倩梅1,2,索阅1,2,王义槐3,王拥军1,2(*第一作者) (XIE Xuewei1,2*, JING Jing1,2*, JIANG Qianmei1,2, SUO Yue1,2, WANG Yihuai3, WANG Yongjun1,2(*contributed equally) )
Published: (2024-07-01)
by: 谢雪微1,2*,荆京1,2*,姜倩梅1,2,索阅1,2,王义槐3,王拥军1,2(*第一作者) (XIE Xuewei1,2*, JING Jing1,2*, JIANG Qianmei1,2, SUO Yue1,2, WANG Yihuai3, WANG Yongjun1,2(*contributed equally) )
Published: (2024-07-01)
美国心脏学会/美国卒中学会卒中一级预防指南:十年磨一剑 The 2024 Guideline for the Primary Prevention of Stroke: Ten Years of Hard and Persistent Effort
by: 郑华光1,2,3,李昊1,3,王拥军1,3 (ZHENG Huaguang1,2,3, LI Hao1,3, WANG Yongjun1,3 )
Published: (2024-12-01)
by: 郑华光1,2,3,李昊1,3,王拥军1,3 (ZHENG Huaguang1,2,3, LI Hao1,3, WANG Yongjun1,3 )
Published: (2024-12-01)
血清碱性磷酸酶水平与轻型脑梗死患者卒中复发相关性研究
by: 逯青丽,刘仲仲,蔺雪梅,曹欢,王静,刘佩,王芳,史亚玲,王清,刘国正,吴松笛
Published: (2020-06-01)
by: 逯青丽,刘仲仲,蔺雪梅,曹欢,王静,刘佩,王芳,史亚玲,王清,刘国正,吴松笛
Published: (2020-06-01)
蒜头果营养成分与产品开发研究进展 Research progress on nutrient components and product development of Malania oleifera
by: 吴榕榕1,郭广正1,康专苗1,张健2,何凤平1,王代谷1 WU Rongrong1, GUO Guangzheng1, KANG Zhuanmiao1, ZHANG Jian2, HE Fengping1, WANG Daigu1
Published: (2025-06-01)
by: 吴榕榕1,郭广正1,康专苗1,张健2,何凤平1,王代谷1 WU Rongrong1, GUO Guangzheng1, KANG Zhuanmiao1, ZHANG Jian2, HE Fengping1, WANG Daigu1
Published: (2025-06-01)
核桃高值化综合开发利用研究进展Research progress on high-value comprehensive utilization of walnuts
by: 朱建宇1,杨剀舟2,王翔宇3,刘妍妍1,王宪青1,段章群2ZHU Jianyu1,YANG Kaizhou2,WANG Xiangyu3, LIU Yanyan1, WANG Xianqing1,DUAN Zhangqun2
Published: (2025-10-01)
by: 朱建宇1,杨剀舟2,王翔宇3,刘妍妍1,王宪青1,段章群2ZHU Jianyu1,YANG Kaizhou2,WANG Xiangyu3, LIU Yanyan1, WANG Xianqing1,DUAN Zhangqun2
Published: (2025-10-01)
整群随机试验 Cluster Randomized Trials
by: 朱之恺1 ,谷鸿秋1,2,姜勇1
Published: (2022-12-01)
by: 朱之恺1 ,谷鸿秋1,2,姜勇1
Published: (2022-12-01)
原发性肝癌术后复发的再次外科治疗
Published: (1992-01-01)
Published: (1992-01-01)
原因不明性复发性流产患者的基础性激素水平
Published: (2010-01-01)
Published: (2010-01-01)
雷帕霉素对肝癌肝移植术后复发影响的实验研究
by: 陈颖华, et al.
Published: (2008-01-01)
by: 陈颖华, et al.
Published: (2008-01-01)
从起步到辉煌——中国卒中临床研究发展20年 From Inception to Excellence: Two Decades of Stroke Clinical Research in China
by: 熊云云1,王拥军1,2(XIONG Yunyun1, WANG Yongjun1,2 )
Published: (2025-05-01)
by: 熊云云1,王拥军1,2(XIONG Yunyun1, WANG Yongjun1,2 )
Published: (2025-05-01)
基于高原鼠兔简化基因组数据的微卫星引物开发
by: 贺玉姣 1 胡万军 2 都玉蓉 1 王婷 1 杜雷 1 胡书立 1
Published: (2021-01-01)
by: 贺玉姣 1 胡万军 2 都玉蓉 1 王婷 1 杜雷 1 胡书立 1
Published: (2021-01-01)
护士对院内卒中识别和救治流程的知晓率及教学需求调查分析 Survey on Awareness Rate of In-hospital Stroke Recognition and Treatment among Nurses
by: 周立新, 侯秀凤, 陈英, 嘎多, 赵玉华, 次央, 倪俊, 彭斌
Published: (2022-07-01)
by: 周立新, 侯秀凤, 陈英, 嘎多, 赵玉华, 次央, 倪俊, 彭斌
Published: (2022-07-01)
原发性肝癌根治术后复发的相关危险因素分析
Published: (2008-01-01)
Published: (2008-01-01)
Similar Items
-
2016—2022年中国急性缺血性卒中静脉溶栓趋势及阿替普酶与尿激酶静脉溶栓院内结局比较分析 Trend of Intravenous Thrombolysis and a Comparative Analysis of In-hospital Outcomes of Intravenous Thrombolysis with Alteplase or Urokinase in Acute Ischemic Stroke in China from 2016 to 2022
by: 宗黎霞1,谷鸿秋2,杨昕2,姜英玉2,李子孝1,2,王春娟1,2
Published: (2023-10-01) -
轻型急性缺血性卒中患者院内神经功能恶化预测模型的开发与验证研究 Development and Validation of a Prediction Model of In-Hospital Neurological Deterioration for Patients with Minor Acute Ischemic Stroke
by: 伊珞1*,姜英玉2*,孟霞2,姜勇2,王拥军1,2,谷鸿秋2(*第一作者)
Published: (2024-05-01) -
脑出血患者卒中前痴呆与院内结局:基于中国卒中中心联盟登记数据库的分析 Pre-Stroke Dementia and In-Hospital Outcomes in Patients with Intracerebral Hemorrhage: An Analysis Based on the China Stroke Center Alliance Registry Database
by: 李秋菊1,尹金风2,王春娟2,3,杨昕2,任添华1,李子孝2,3,4,谷鸿秋2,姜勇2 (LI Qiuju1, YIN Jinfeng2, WANG Chunjuan2,3, YANG Xin2, REN Tianhua1, LI Zixiao2,3,4, GU Hongqiu2, JIANG Yong2)
Published: (2025-03-01) -
基于机器学习算法的脑出血相关肺炎预测模型研究
by: 王孟1,2,覃露3 ,王春娟1,2,李姣3 ,王伊龙1 ,赵性泉1 ,王拥军1,2,李子孝1,2
Published: (2020-03-01) -
基于脑影像及临床特征的机器学习模型预测缺血性卒中后心房颤动 A Machine Learning Model Based on Brain Imaging and Clinical Features for Predicting Atrial Fibrillation Detected after Stroke
by: 张栗源1,刘涛2,姜勇1,李子孝1,3,王拥军1,3,杨晓萌1,3(ZHANG Liyuan1, LIU Tao2, JIANG Yong1, LI Zixiao1,3, WANG Yongjun1,3, YANG Xiaomeng1,3 )
Published: (2025-04-01)
