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In these cases, decision tools are unlikely to precisely identify all the different adverse events regarding the feasible etiologies. Attribute matching is a prediction technique that matches an individual patient to a team of previously seen customers with identical qualities and understood result. We used syncope as a paradigm of medical conditions presenting with aspecific symptoms to test the characteristic matching method when it comes to forecast for the customized risk