Abstract: Embodiments of the invention provide a computer system that includes a processor electronically coupled to a memory. The processor is operable to perform processor operations that include determining that a user is in a virtual reality (VR) environment and accessing a multisensory state associated with the VR environment and the user. A multisensory declutter analysis is applied to the multisensory state to generate decluttered multisensory streams. The decluttered multisensory streams are used to generate a decluttered multisensory view associated with the user.

Abstract: A system for generating of posts, the system including: a server; and a network connection for the server; the server to: maintain a database of users and corresponding user behavior when generating a post on a specific topic; match a first user generating a current post and a topic of the current post to user behavior in the database; based on the matching user behavior from the database, identify different versions during development of the current post; and dictate distribution of different versions of the post based on the matching user behavior from the database.

Abstract: An augmented or virtual reality (AR/VR) system provides an AR/VR environment in which multiple users interact and includes: a server supporting the AR/VR environment; a Chat Discord Amelioration Model (CDM) integrated with the AR/VR environment; a network interface for interfacing the multiple users with the AR/VR environment; a topic analyzer, comprising a probabilistic topic model, to generate a topic analysis based on interaction between the multiple users in the AR/VR environment, the CDM to use the topic analysis in determining misalignment in a interaction between the multiple users; and a database. The CDM receives data collected from the AR/VR environment, including data on interaction between the multiple users in the AR/VR environment. The CDM determines misalignment in the interaction between the multiple users in the AR/VR environment and generates an amelioration for the misalignment and output the amelioration to one or more of the users via the AR/VR environment.

Abstract: Systems and techniques that facilitate quantum circuit valuation are provided. In various embodiments, a system can comprise an input component that can access a first quantum circuit. In various embodiments, the system can further comprise a valuation component that can appraise the first quantum circuit based on one or more factors (e.g., frequency factor, complexity factor, resource factor, similarity factor), thereby yielding a value score that characterizes the first quantum circuit. In various instances, the system can further comprise an execution component that can recommend deployment of the first quantum circuit based on determining that the value score exceeds a threshold.

Abstract: Tracking unregulated device usage in a clinical setting is provided. A patient caseload for a medical device is determined via electronic health record (EHR) data for the clinical setting. A capacity for the medical device in the clinical setting is determined by accessing an electronic inventory. Overcapacity of the medical device is determined based on the capacity and the patient caseload. An alert on unregulated device usage is generated in response to determining the overcapacity of the medical device.

Abstract: In an approach to improve enhancing advertising effectiveness in a virtual environment, embodiments identify placement context for an identified advertisement in a predetermined area in a virtual world based on received advertisements, visual data from a user, identified contextual data, and the identified objects in the predetermined area. Further, embodiments associate the advertisement and the placement context with a priming event or an object, wherein the object is an object associated with the advertisement, and select, for the user in the virtual world, a timing and position of the priming event or the object in a presentation window. Additionally, embodiments present, by a client computer through a user interface, the priming event or the object when the user is within the presentation window.

Abstract: Dynamically moderating healthcare application data. Receive an incoming data load request comprising a plurality of referential data elements and assess a downstream query impact of the plurality of referential data elements. Determine, based on the assessing, a sensitivity level of the plurality of referential data elements, and alter, based on the sensitivity level, compilation of insights generated using the plurality of referential data elements and compilation of a plurality of referenced data elements.

Abstract: A system and method of visually displaying healthcare protocols to a user receives from the user, via an electronic communications network, search term(s) associated with a health-related condition. A corpus of document(s) stored in an electronic format is identified with a computer and, based on the search term(s), at least one of the document(s) is analyzed with the computer for a treatment protocol associated with the health-related condition. First content for presentation to the user is determined with the computer, the first content including at least a portion of the treatment protocol associated with the health-related condition. A risk value indicative of risk(s) associated with the first content is determined. In response to a determination that the risk value exceeds the risk threshold, second content for presentation is determined by reformatting the first content. A message is sent causing the second content to be visually displayed to the user.

Abstract: According to one embodiment, a method, computer system, and computer program product for biomarker prioritization is provided. The embodiment may include collecting data from a medical device associated with a user. The embodiment may also include identifying, for each type of data, at least one biomarker generated by the medical device associated with the user. The embodiment may further include associating each biomarker with a concerned component and/or a medical model. The embodiment may also include assigning a biomarker priority to a related component. The embodiment may further include generating a schedule for resource processing based on the biomarker priority. The embodiment may also include executing the schedule for resource processing.

Abstract: Embodiments of the invention provide a computer system that includes a processor electronically coupled to a memory. The processor is operable to perform processor operations that include determining that a user is in a virtual reality (VR) environment and accessing a multisensory state associated with the VR environment and the user. A multisensory declutter analysis is applied to the multisensory state to generate decluttered multisensory streams. The decluttered multisensory streams are used to generate a decluttered multisensory view associated with the user.

Abstract: A method, system, and computer program product to prevent misinterpretation of communications via artificial intelligence assistants. The method includes monitoring an artificial intelligence enabled communication. The method also includes analyzing messages, participants, and actions within the communication. The method also includes identifying critical data within the communication. The method also includes determining critical sequence data, where the critical sequence data is a sequence of conversation elements that contains the critical data. The method also includes predicting an uncertainty level for the critical sequence data, where the uncertainty level indicates an amount of uncertainty that the artificial intelligence correctly interprets the critical sequence data. The method also includes determining that the uncertainty level for the critical sequence data is above a threshold uncertainty value, resulting in critical sequence data that is subject to misinterpretation.

Abstract: A baseline of behavior is determined for a population of users that interact with an autonomous agent that is configured to respond to natural language prompts of users of the population using respective user profiles for each user. An element associated with a first user that deviates more than a threshold amount from the baseline is identified. In response to the element deviating more than the threshold amount, the autonomous agent is caused to engage the first user unprompted regarding the element via an engagement that is configured to verify an association between the first user and the element. A response from the first user regarding the engagement is determined to verify the association between the first user and the element. A first user profile that corresponds to the first user is updated in response to determining that the first user response verifies the association.

Abstract: A method, computer system, and a computer program product for recasting repetitive messages is provided. Embodiments may include receiving, by a processor, a message. Embodiments may include determining, by the processor, whether the received message is repetitive. Embodiments may include rating, by the processor, an importance level of the received message. Embodiments may include determining a preference for recasting the received message.

Abstract: In an approach for conversational interchange optimization, a processor monitors conversations in a communication system. A processor generates a list of topics in the conversations. A processor determines a flow for each topic based on length of time, number of participants, and sentiment associated to each topic. The flow is the progress of interactions and shifts for each topic. A processor builds a statistical model for each topic based on the flow to predict success or failure of a topic progression for an incoming conversation. A processor updates the topic progression for the incoming conversation based on the predicted success or failure.

Abstract: Aspects of the invention include receiving a data erasure request associated with a user and identifying, based at least in part on the data erasure request, an entity associated with the user and one or more identifiers for the user. Aspects also include identifying, based at least in part on the one or more identifiers for the user, a cohort that includes the user and comparing the one or more identifiers for the user to identifiers of a plurality of users that are not members of the cohort. Aspects further include identifying a replacement user from the plurality of users based on the comparison and replacing the entity associated with the user in the cohort with an entity associated with the replacement user.

Abstract: A method, system and computer program product for managing a calendar application. A need to optimize a calendar is identified. Furthermore, a period of time to optimize the calendar is received or identified. All the scheduled events (e.g., scheduled meetings) in the calendar are then selected during that period of time. The attendees, topics and flags, if any, for each of the selected scheduled events during the period of time are extracted. Prior collaborations with the user involving the extracted attendees and/or topics of the selected scheduled events are identified. Collaboration data (e.g., participants/senders/attendees, topics) is then extracted from the identified prior collaborations. A list of actions (e.g., delegate scheduled event to another user) is generated to be performed on a selected scheduled event based on the extracted collaboration data. The generated list of actions to be performed on the selected scheduled event is then presented to the user.

Abstract: A method, system and computer program product for improving the discoverability of messages on a social network. The creation of a proposed message that requests a response from a target audience is detected. The social network is then searched to identify search terms and posts related to the proposed message. Upon identifying the search terms, the search terms are ranked in order of usage among the identified posts. A list of identified search terms in order of rank is then presented to the user to modify the proposed message. The proposed message is modified using a search term selected by the user from the list of search terms. The modified message is then posted on the social network. In this manner, the message created by the user has been modified to improve the discoverability of the message on the social network and to increase responses from an appropriate target audience.

Abstract: Managing data in a distributed computing environment, such as a cloud computing platform for healthcare. The platform selects a set of hierarchical resources deployed in the distributed computing environment, wherein the set of hierarchical resources comprises a resource member. The platform converts the set of selected hierarchical resources to a localized schema. The platform determines a score for the resource member based on the proximity of the resource member to the healthcare privacy dictionary, wherein the proximity is determined using the localized schema. The platform updates the set of hierarchical resources based on the determined score. The platform controls access to a resource member based on the score determined based on a proximity of a localized schema representation of the resource member to a healthcare privacy dictionary.

Abstract: Online outreach based reward model generation is described. A set of features that are indicative of an online outreach for a user are determined, the online outreach originating from a particular online network. Based on this set of features, an online outreach for the user originating from the particular online network is determined. A reward model is derived from the online outreach for the user. The reward model indicates locations within the particular online network that are to be searched for user information.

Abstract: Conversation slipstream propagation can include using machine learning to construct a conversations graph representing conversations conducted over an electronic communications network by a plurality of participants and collected from one or more messaging platforms. A conversation slipstream comprising one or more communications extracted from the conversations can be generated in response to receiving a secondary communication over the electronic communications network. Each of the one or more communications extracted is represented by a sub-graph of the conversations graph, each sub-graph corresponding to a graph of the secondary communication. The conversation slipstream can be presented to at least one participant to the secondary communication.