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Causal inference analysis is the estimation of the effects of actions on outcomes.
Statistics and causal inference
Paul W. Holland · 1986
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Gradient-based learning applied to document recognition
Yann LeCun, Léon Bottou, Yoshua Bengio, and Patrick Haffner · 1998
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Infant mortality statistics from the linked birth/infant death data set—1995 period data
Marian F MacDorman and Jonnae O Atkinson · 1998
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The estimation of causal effects from observational data
Christopher Winship and Stephen L Morgan · 1999
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Randomized, controlled trials, observational studies, and the hierarchy of research designs
John Concato, Nirav Shah, and Ralph I Horwitz · 2000
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Comment: Performance of Double-Robust Estimators When ”Inverse Probability” Weights Are Highly Variable
James Robins, Mariela Sued, Quanhong Lei-Gomez, and Andrea Rotnitzky · 2007
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High-dimensional propensity score adjustment in studies of treatment effects using health care claims data
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An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies
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Developing a protocol for observational comparative effectiveness research: a user’s guide
Ravi Varadhan, John D Seeger, Priscilla Velentgas, Nancy A Dreyer, Parivash Nourjah, Scott R Smith, Marion M Torchia, et al · 2013
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A systematic statistical approach to evaluating evidence from observational studies
David Madigan, Paul E Stang, Jesse A Berlin, Martijn Schuemie, J Marc Overhage, Marc A Suchard, Bill Dumouchel, Abraham G Hartzema, and Patrick B Ryan · 2014
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The parametric G-formula for time-to-event data: towards intuition with a worked example
Alexander P. Keil, Jessie K. Edwards, David R. Richardson, Ashley I. Naimi, and Stephen R. Cole · 2014
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Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available
Miguel A. Hernán and James M. Robins · 2016
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Estimating effects of second line therapy for type 2 diabetes mellitus: Retrospective cohort study
Assaf Gottlieb, Chen Yanover, Amos Cahan, and Yaara Goldschmidt · 2017
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Causal Inference
Migual A Hernán and James M Robins · 2018
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Higher potency statins and the risk of new diabetes: multicentre, observational study of administrative databases
Colin R Dormuth, Kristian B Filion, J Michael Paterson, Matthew T James, Gary F Teare, Colette B Raymond, Elham Rahme, Hala Tamim, and Lorraine Lipscombe · 2014
Cited alongside, same era.