Abstract: Embodiments of the present disclosure relate to a method, an electronic device, and a computer program product for a chatbot. The method includes determining, based on a query entered by a user to a chatbot, a first representation associated with the query. The method further includes generating, based on the first representation and a domain to which the query belongs, a second representation, wherein dimensions of the second representation are smaller than those of the first representation. The method further includes generating, by a decoder corresponding to the domain based on the second representation, a response to the query. With embodiments of the present disclosure, quality of the generated response to the query and consistency of the response can be improved, and universality and specificity of the response can be balanced.

Abstract: The present invention relates to methods for determining and predicting the efficacy of therapeutics for the treatment of an individual with asthma based on that individual's ?2-adrenergic receptor. The invention finds particular applicability to the treatment of an individual with asthma with an inhaled corticosteroid or a leukotriene receptor antagonist who is homozygous for arginine at position 16 of the ?2-adrenergic receptor.