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Assessments used for summative purposes of patient-facing clinical competency in specialist internal medicine training are high-stakes, both to doctors in training, as it is a prerequisite for qualification, as well as their community of prospective patients. A rapid review of the literature evaluated methods of assessments used for summative purposes of patient-facing clinical competency during specialist internal medicine training in Australia. Four online databases identified literature published since the year 2000 that reported on summative assessment in specialist medical training. Two reviewers screened and selected eligible studies and extracted data, with a focus on evidence of support for the criteria for good assessment as set out in the 2010 Ottawa Consensus framework for good assessment. Ten eligible studies were included. Four studied the mini-clinical evaluation exercise (mini-CEX), two the Royal Australasian College of Physicians short case exam, three a variety of Entrustable Professional Activities (EPAs) or summative entrustment and progression review processes, and one a novel clinical observation tool. The mini-CEX assessment demonstrated the most evidence in support of the Ottawa criteria. There was a paucity of published evidence regarding the best form of summative assessment of patient-facing clinical competency in specialist internal medicine training.