International Business Machines Corporation

Irving Yukio Hayashi Leon

Emmanuel Barajas Gonzalez

Mara Miranda Bautista

Carlos Andres Martinez Vazquez

A computer-implemented method comprises analyzing an advertisement presented to a user during a first time period to identify a plurality of ingredients; and analyzing documents related to a medical condition of the user to determine a respective first relevance rank for each ingredient. The method further comprises selecting a subset of the ingredients having a highest number of occurrences based on the respective first relevance rank for each of the ingredients; performing sentiment analysis of the documents for the selected subset; determining a respective second relevance rank for each of the ingredients in the selected subset based on the sentiment analysis; and computing a product risk score based on the respective second relevance rank for each of the ingredients in the subset. The method further comprises modifying a display on a device associated with the user such that the display indicates the product risk score during the first time period.

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Guadalajara, Mexico

Irving Yukio Hayashi Leon