• 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

Propensity score-based methods for causal inference in observational studies with non-binary treatments.

作者信息

Zhao Shandong, van Dyk David A, Imai Kosuke

机构信息

Department of Statistics, University of California, Irvine, CA, USA.

Department of Mathematics, Imperial College London, UK.

出版信息

Stat Methods Med Res. 2020 Mar;29(3):709-727. doi: 10.1177/0962280219888745.

DOI:10.1177/0962280219888745
PMID:32186266
Abstract
摘要

相似文献

1
Propensity score-based methods for causal inference in observational studies with non-binary treatments.在具有非二元治疗的观察性研究中基于倾向得分的因果推断方法。
Stat Methods Med Res. 2020 Mar;29(3):709-727. doi: 10.1177/0962280219888745.
2
Propensity score stratification methods for continuous treatments.倾向评分分层方法用于连续治疗。
Stat Med. 2021 Feb 28;40(5):1189-1203. doi: 10.1002/sim.8835. Epub 2020 Dec 10.
3
A comparison of parametric propensity score-based methods for causal inference with multiple treatments and a binary outcome.多处理因素和二分类结局下基于参数倾向评分的因果推断方法比较。
Stat Med. 2021 Mar 30;40(7):1653-1677. doi: 10.1002/sim.8862. Epub 2021 Jan 18.
4
Marginal mean weighting through stratification: a generalized method for evaluating multivalued and multiple treatments with nonexperimental data.分层边际均值加权：一种用非实验数据评估多值和多种处理的广义方法。
Psychol Methods. 2012 Mar;17(1):44-60. doi: 10.1037/a0024918. Epub 2011 Aug 15.
5
Propensity score methods in observational research: brief review and guide for authors.倾向性评分方法在观察性研究中的应用：简要综述及作者指南。
Br J Anaesth. 2023 Nov;131(5):805-809. doi: 10.1016/j.bja.2023.06.054. Epub 2023 Jul 21.
6
Evaluation of propensity score methods for causal inference with high-dimensional covariates.高维协变量下因果推断的倾向评分方法评估。
Brief Bioinform. 2022 Jul 18;23(4). doi: 10.1093/bib/bbac227.
7
A Bayesian nonparametric approach to causal inference on quantiles.一种用于分位数因果推断的贝叶斯非参数方法。
Biometrics. 2018 Sep;74(3):986-996. doi: 10.1111/biom.12863. Epub 2018 Feb 25.
8
Matching algorithms for causal inference with multiple treatments.多处理因果推断的匹配算法。
Stat Med. 2019 Jul 30;38(17):3139-3167. doi: 10.1002/sim.8147. Epub 2019 May 7.
9
Comparing approaches to causal inference for longitudinal data: inverse probability weighting versus propensity scores.纵向数据因果推断方法比较：逆概率加权法与倾向得分法。
Int J Biostat. 2010;6(2):Article 14. doi: 10.2202/1557-4679.1198.
10
A model averaging approach for estimating propensity scores by optimizing balance.通过优化平衡来估计倾向评分的模型平均方法。
Stat Methods Med Res. 2019 Jan;28(1):84-101. doi: 10.1177/0962280217715487. Epub 2017 Jul 17.

引用本文的文献

1
Causal Effect of Count Treatment on Ordinal Outcome Using Generalized Propensity Score: Application to Number of Antenatal Care and Age Specific Childhood Vaccination.使用广义倾向得分分析计数治疗对有序结局的因果效应：在产前检查次数和特定年龄儿童疫苗接种中的应用
J Epidemiol Glob Health. 2025 Feb 12;15(1):23. doi: 10.1007/s44197-025-00344-7.
2
Comparison of random forest methods for conditional average treatment effect estimation with a continuous treatment.连续型处理下条件平均处理效应估计的随机森林方法比较。
Stat Methods Med Res. 2024 Nov;33(11-12):1952-1966. doi: 10.1177/09622802241275401. Epub 2024 Oct 9.
3
Propensity score analysis for a semi-continuous exposure variable: a study of gestational alcohol exposure and childhood cognition.
半连续暴露变量的倾向评分分析：孕期酒精暴露与儿童认知的研究
J R Stat Soc Ser A Stat Soc. 2021 Oct;184(4):1390-1413. doi: 10.1111/rssa.12716. Epub 2021 Jul 5.
4
Surgery duration: Optimized prediction and causality analysis.手术时间：优化预测与因果分析。
PLoS One. 2022 Aug 29;17(8):e0273831. doi: 10.1371/journal.pone.0273831. eCollection 2022.
5
Robust Methods for Quantifying the Effect of a Continuous Exposure From Observational Data.从观察数据中量化连续暴露影响的稳健方法。
IEEE J Biomed Health Inform. 2022 Nov;26(11):5728-5737. doi: 10.1109/JBHI.2022.3201752. Epub 2022 Nov 10.
6
Effectiveness of case-area targeted interventions including vaccination on the control of epidemic cholera: protocol for a prospective observational study.病例地区靶向干预措施（包括疫苗接种）对控制霍乱流行的效果：一项前瞻性观察研究方案。
BMJ Open. 2022 Jul 6;12(7):e061206. doi: 10.1136/bmjopen-2022-061206.
7
Assessing the Impact of Primary Tumour Location on Survival After Resection of Colorectal Liver Metastases: A Propensity Weighted Retrospective Cohort Study.评估原发肿瘤位置对结直肠肝转移切除术后生存的影响：一项倾向评分回顾性队列研究。
World J Surg. 2022 Jul;46(7):1734-1755. doi: 10.1007/s00268-022-06514-z. Epub 2022 Mar 24.
8
Using Propensity Scores for Causal Inference: Pitfalls and Tips.使用倾向得分进行因果推断：陷阱与技巧。
J Epidemiol. 2021 Aug 5;31(8):457-463. doi: 10.2188/jea.JE20210145. Epub 2021 Jun 12.
9
Assessing additive effects of air pollutants on mortality rate in Massachusetts.评估马萨诸塞州空气污染物对死亡率的附加效应。
Environ Health. 2021 Feb 23;20(1):19. doi: 10.1186/s12940-021-00704-3.
10
Performance evaluation of propensity score methods for estimating average treatment effects with multi-level treatments.用于估计多水平治疗平均治疗效果的倾向得分方法的性能评估
J Appl Stat. 2019;46(5):853-873. doi: 10.1080/02664763.2018.1523375. Epub 2018 Sep 23.