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But existing technological proposals risk addressing the wrong problem. The proper objective is not<jats:italic>solely<\/jats:italic>to maximise the ratio of people freed from quarantine but to also ensure that the composition of the freed group is fair. We identify several factors that pose a risk for fair group composition along with an analysis of general lessons for a philosophy of technology. 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