External control arm analysis: an evaluation of propensity score approaches, g-computation, and doubly debiased machine learning

HIGHLIGHTS

  • who: Nicolas Loiseau from the Owkin FranceDDMLThe replication study relies on five type , diabetes randomized clinical trials granted by the Yale University have published the paper: External control arm analysis: an evaluation of propensity score approaches, G-computation, and doubly debiased machine learning, in the Journal: (JOURNAL)
  • what: Because the authors focus on the estimation of the average treatment effect on the treated (ATT), the nuisance function u00b50 corresponds to the expected outcome for a patient enrolled in the control arm (see Section 2). Propensity score matching and weighting are two common methods used to . . .

     

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