Workday, Inc.

Goodrx, Inc.

Adam Charles Baker

Parag Avinash Namjoshi

Harikrishna Narayanan

Hamdi Jenzri

Matthew Mohebbi

Thomas Goetz

A system for improving a query response includes an interface and a processor. The interface is configured to receive a query. The processor is configured to determine a categorization for the query using a model. The categorization is associated with a confidence value. The processor is configured to a comparison of the confidence value and a first threshold, wherein the first threshold is determined to maximize a metric and modify the query response based at least in part on the categorization and the comparison.

Model validation for query intent

A system for improving a query response includes an interface and a processor. The interface is configured to receive a query. The processor is configured to determine a categorization for the query using a model. The categorization is associated with a confidence value. The processor is configured to determine whether the confidence value is above a first threshold and, in response to the confidence value being above the first threshold, modify the query response based at least in part on the categorization.

A medication analysis system maintains a database of medication profiles for users of medications, each medication profile being associated with a person and includes demographic information about the person and user experience information describing the person's experiences with one or more medications. An input from a user is received that requests information about a medication for a desired demographic. A cluster of medication profiles is identified from the database of medication profiles that include user experience information describing peoples' experiences with the medication. One or more satisfaction metrics are determined for the medication using user experience information in the identified set of medication profiles. A demographically filterable interface is provided to the user device, the interface presenting one or more satisfaction metrics for the particular medication as a function of one or more demographic characteristics of the demographic information of the people associated with the identified medication profiles.

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San Francisco, CA, United States of America

Adam Charles Baker