• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

统计入门:多变量回归的注意事项和陷阱。

Statistical primer: multivariable regression considerations and pitfalls.

机构信息

Academic Surgery Unit, Institute of Cardiovascular Sciences, University of Manchester, ERC, Wythenshawe Hospital, Manchester, UK.

Coronary and Structural Heart, Medtronic, Watford, Herts, UK.

出版信息

Eur J Cardiothorac Surg. 2019 Feb 1;55(2):179-185. doi: 10.1093/ejcts/ezy403.

DOI:10.1093/ejcts/ezy403
PMID:30596979
Abstract

Multivariable regression models are used to establish the relationship between a dependent variable (i.e. an outcome of interest) and more than 1 independent variable. Multivariable regression can be used for a variety of different purposes in research studies. The 3 most common types of multivariable regression are linear regression, logistic regression and Cox proportional hazards regression. A detailed understanding of multivariable regression is essential for correct interpretation of studies that utilize these statistical tools. This statistical primer discusses some common considerations and pitfalls for researchers to be aware of when undertaking multivariable regression.

摘要

多变量回归模型用于建立一个因变量(即感兴趣的结果)与多个自变量之间的关系。多变量回归可用于研究中的各种不同目的。多变量回归最常见的三种类型是线性回归、逻辑回归和 Cox 比例风险回归。正确解释使用这些统计工具的研究,必须对多变量回归有详细的了解。本统计入门讨论了研究人员在进行多变量回归时需要注意的一些常见考虑因素和陷阱。

相似文献

1
Statistical primer: multivariable regression considerations and pitfalls.统计入门:多变量回归的注意事项和陷阱。
Eur J Cardiothorac Surg. 2019 Feb 1;55(2):179-185. doi: 10.1093/ejcts/ezy403.
2
The risk of determining risk with multivariable models.使用多变量模型确定风险的风险。
Ann Intern Med. 1993 Feb 1;118(3):201-10. doi: 10.7326/0003-4819-118-3-199302010-00009.
3
Methods for updating a risk prediction model for cardiac surgery: a statistical primer.心脏手术风险预测模型的更新方法:统计学基础
Interact Cardiovasc Thorac Surg. 2019 Mar 1;28(3):333-338. doi: 10.1093/icvts/ivy338.
4
Multivariable analysis: a primer for readers of medical research.多变量分析:医学研究读者入门指南。
Ann Intern Med. 2003 Apr 15;138(8):644-50. doi: 10.7326/0003-4819-138-8-200304150-00012.
5
Sepsis After Cardiac Surgery Early in Infancy and Adverse 4.5-Year Neurocognitive Outcomes.婴儿期早期心脏手术后的脓毒症与4.5年不良神经认知结局
J Am Heart Assoc. 2015 Aug 6;4(8):e001954. doi: 10.1161/JAHA.115.001954.
6
Reporting of multivariable methods in the medical literature.医学文献中多变量方法的报告。
J Investig Med. 2008 Oct;56(7):954-7. doi: 10.2310/JIM.0b013e31818914ff.
7
Representation of exposures in regression analysis and interpretation of regression coefficients: basic concepts and pitfalls.回归分析中暴露因素的呈现及回归系数的解读:基本概念与陷阱
Nephrol Dial Transplant. 2014 Oct;29(10):1806-14. doi: 10.1093/ndt/gft500. Epub 2013 Dec 22.
8
Multivariable analysis in cerebrovascular research: practical notes for the clinician.脑血管病研究中的多变量分析:临床医生的实用说明。
Cerebrovasc Dis. 2013;35(2):187-93. doi: 10.1159/000345491. Epub 2013 Feb 21.
9
Comparing treatment effects after adjustment with multivariable Cox proportional hazards regression and propensity score methods.使用多变量Cox比例风险回归和倾向评分方法进行调整后比较治疗效果。
Pharmacoepidemiol Drug Saf. 2008 Jan;17(1):1-8. doi: 10.1002/pds.1520.
10
Letter by Miceli et al regarding article, "Risk of assessing mortality risk in elective cardiac operations: age, creatinine, ejection fraction, and the law of parsimony".米塞利等人就“评估择期心脏手术死亡风险:年龄、肌酐、射血分数与简约法则”一文所写的信。
Circulation. 2010 Mar 2;121(8):e226; author reply e227-e228. doi: 10.1161/CIR.0b013e3181d43812.

引用本文的文献

1
High cyclic GMP-AMP synthase and stimulator of interferon genes in cholangiocarcinoma suggest their potential as targets for treatment.胆管癌中高表达的环状GMP-AMP合酶和干扰素基因刺激因子提示它们有望成为治疗靶点。
PeerJ. 2025 Aug 6;13:e19800. doi: 10.7717/peerj.19800. eCollection 2025.
2
Exploring agency, communion and narrative foreclosure in cognitive behavioural therapy for substance use disorders.探索物质使用障碍认知行为疗法中的能动性、共融性和叙事性阻断。
Addict Behav Rep. 2025 Jul 24;22:100626. doi: 10.1016/j.abrep.2025.100626. eCollection 2025 Dec.
3
Relational job characteristics and turnover intention among nurses: the mediating role of subjective well-being.
护士的关系型工作特征与离职意愿:主观幸福感的中介作用
BMC Nurs. 2025 Jul 29;24(1):987. doi: 10.1186/s12912-025-03637-1.
4
Assessing patient-level risk factors for evidence-based early diagnosis of maternal sepsis.评估基于证据的孕产妇败血症早期诊断的患者层面风险因素。
BMC Pregnancy Childbirth. 2025 Jul 22;25(1):782. doi: 10.1186/s12884-025-07895-4.
5
Predicting medication wastage using machine learning based on patient beliefs.基于患者信念,利用机器学习预测药物浪费情况。
Digit Health. 2025 Jul 13;11:20552076251355127. doi: 10.1177/20552076251355127. eCollection 2025 Jan-Dec.
6
Exploring the Prognostic Potential of circSCORE in Patients with Relapsed/Refractory Mantle Cell Lymphoma.探索circSCORE在复发/难治性套细胞淋巴瘤患者中的预后潜力。
Genes (Basel). 2025 May 25;16(6):634. doi: 10.3390/genes16060634.
7
Construction of a nomogram for predicting serum vitamin D deficiency in children/adolescents with new-onset type 1 diabetes: a single-center study in China.构建预测新诊断1型糖尿病儿童/青少年血清维生素D缺乏的列线图:一项中国单中心研究
Front Pediatr. 2025 May 30;13:1554833. doi: 10.3389/fped.2025.1554833. eCollection 2025.
8
Research methods in genetic counseling: Statistical approaches and resources.遗传咨询中的研究方法:统计方法与资源
J Genet Couns. 2025 Jun;34(3):e70042. doi: 10.1002/jgc4.70042.
9
Burnout, Associated Factors, and Mental Health Measures Among Ecuadorian Physicians: A Cross-Sectional Study.厄瓜多尔医生的职业倦怠、相关因素及心理健康状况:一项横断面研究
J Clin Med. 2025 Apr 4;14(7):2465. doi: 10.3390/jcm14072465.
10
Long-term left ventricular thrombosis resolution in patients receiving vitamin k antagonists: a multicenter observational study.接受维生素K拮抗剂治疗患者的长期左心室血栓溶解:一项多中心观察性研究。
Intern Emerg Med. 2025 Apr 3. doi: 10.1007/s11739-025-03922-6.