Valid estimation of the ATT by comparing observed outcomes under a new treatment with model-based predicted outcomes under standard treatment requires transportability, conditional ignorability, consistency, positivity, and correct model specification.
Defining the role of real-world data in cancer clinical research: The position of the European Organisation for Research and Treatment of Cancer
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Treatment effect estimation by comparing observed and predicted outcomes: conditions for valid inference and practical illustration
Valid estimation of the ATT by comparing observed outcomes under a new treatment with model-based predicted outcomes under standard treatment requires transportability, conditional ignorability, consistency, positivity, and correct model specification.