EQRbot: A chatbot delivering EQR argument-based explanations.

Recent years have witnessed the rise of several new argumentation-based support systems, especially in the healthcare industry. In the medical sector, it is imperative that the exchange of information occurs in a clear and accurate way, and this has to be reflected in any employed virtual systems. Argument Schemes and their critical questions represent well-suited formal tools for modeling such information and exchanges since they provide detailed templates for explanations to be delivered. This paper details the EQR argument scheme and deploys it to generate explanations for patients' treatment advice using a chatbot (EQRbot). The EQR scheme (devised as a pattern of Explanation-Question-Response interactions between agents) comprises multiple premises that can be interrogated to disclose additional data. The resulting explanations, obtained as instances of the employed argumentation reasoning engine and the EQR template, will then feed the conversational agent that will exhaustively convey the requested information and answers to follow-on users' queries as personalized Telegram messages. Comparisons with a previous baseline and existing argumentation-based chatbots illustrate the improvements yielded by EQRbot against similar conversational agents.

Non-pollinator selection for a floral homeotic mutant conferring loss of nectar reward in Aquilegia coerulea.

Here, we describe a polymorphic population of Aquilegia coerulea with a naturally occurring floral homeotic mutant, A. coerulea var. daileyae, where the characteristic petals with nectar spurs are replaced with a second set of sepals. Although it would be expected that this loss of pollinator reward would be disadvantageous to the mutant, we find that it has reached relatively high frequency (∼25%) and is under strong, positive selection across multiple seasons (s = 0.17-0.3) primarily due to reduced floral herbivory. We identify the underlying locus (APETALA3-3) and multiple causal loss-of-function mutations indicating an ongoing soft sweep. Elevated linkage disequilibrium around the two most common causal alleles indicates that positive selection has been occurring for many generations. Lastly, genotypic frequencies at AqAP3-3 indicate a degree of positive assortative mating by morphology. Together, these data provide both a compelling example that large-scale discontinuous morphological changes differentiating taxa can occur due to single mutations and a particularly clear example of linking genotype, phenotype, and fitness.