Causal Inference From Observational Data: New Guidance From Pulmonary, Critical Care, and Sleep Journals

被引:19
|
作者
Maslove, David M. [1 ,2 ]
Leisman, Daniel E. [3 ]
机构
[1] Queens Univ, Dept Crit Care Med, Kingston, ON, Canada
[2] Kingston Hlth Sci Ctr, Kingston, ON, Canada
[3] Icahn Sch Med Mt Sinai, New York, NY 10029 USA
关键词
control of confounding; causal inference; observational studies;
D O I
10.1097/CCM.0000000000003531
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
引用
收藏
页码:1 / 2
页数:2
相关论文
共 48 条
  • [1] Causal Inference From Observational Data: It Is Complicated
    Shpitser, Ilya
    Kudchadkar, Sapna R.
    Fackler, James
    PEDIATRIC CRITICAL CARE MEDICINE, 2021, 22 (12) : 1093 - 1096
  • [2] A Causal Dirichlet Mixture Model for Causal Inference from Observational Data
    Lin, Adi
    Lu, Jie
    Xuan, Junyu
    Zhu, Fujin
    Zhang, Guangquan
    ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2020, 11 (03)
  • [3] Causal Inference in Geoscience and Remote Sensing From Observational Data
    Perez-Suay, Adrian
    Camps-Valls, Gustau
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 57 (03): : 1502 - 1513
  • [4] Adaptive Multi-Source Causal Inference from Observational Data
    Thanh Vinh Vo
    Wei, Pengfei
    Trong Nghia Hoang
    Leong, Tze-Yun
    PROCEEDINGS OF THE 31ST ACM INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, CIKM 2022, 2022, : 1975 - 1985
  • [5] Discovering Ancestral Instrumental Variables for Causal Inference From Observational Data
    Cheng, Debo
    Li, Jiuyong
    Liu, Lin
    Yu, Kui
    Le, Thuc Duy
    Liu, Jixue
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 35 (08) : 11542 - 11552
  • [6] Bayesian inference of causal effects from observational data in Gaussian graphical models
    Castelletti, Federico
    Consonni, Guido
    BIOMETRICS, 2021, 77 (01) : 136 - 149
  • [7] Four targets: an enhanced framework for guiding causal inference from observational data
    Lu, Haidong
    Li, Fan
    Lesko, Catherine R.
    Fink, David S.
    Rudolph, Kara E.
    Harhay, Michael O.
    Rentsch, Christopher T.
    Fiellin, David A.
    Gonsalves, Gregg S.
    INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2025, 54 (01)
  • [8] Causal Inference from Network Data
    Zheleva, Elena
    Arbour, David
    KDD '21: PROCEEDINGS OF THE 27TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY & DATA MINING, 2021, : 4096 - 4097
  • [9] Causal inference from observational data in neurosurgical studies: a mini-review and tutorial
    Liu, Mingxuan
    Wang, Xinru
    Lee, Jin Wee
    Chakraborty, Bibhas
    Liu, Nan
    Volovici, Victor
    ACTA NEUROCHIRURGICA, 2025, 167 (01)
  • [10] One-stage Deep Instrumental Variable Method for Causal Inference from Observational Data
    Lin, Adi
    Lu, Jie
    Xuan, Junyu
    Zhu, Fujin
    Zhang, Guangquan
    2019 19TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2019), 2019, : 419 - 428