Randomised controlled trials and population-based observational research: partners in the evolution of medical evidence

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Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations (2020, background): “While clinical trials represent the gold standard for causal inference, they are expensive, have a few patients and narrow inclusion criteria (Booth & Tannock, 2014).”