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Data on retrospective compensation claims for injuries caused by pharmaceutical drugs are prone to selection and reporting biases. Nevertheless, this case study of the antidiabetic drug benfluorex shows that such data can be used to estimate the cumulative incidence of drug‐related injury, and to provide insights into its epidemiology. To this end, we develop a modelling framework for under‐reporting...