Abstract: In some embodiments, the present disclosure relates to a method. The method includes extracting a plurality of pre-treatment features from one or more first regions of interest (ROI) within pre-treatment imaging data. Prognostic pre-treatment features are identified from the plurality of pre-treatment features. The prognostic pre-treatment features are determinative of a treatment response. A plurality of post-treatment features are extracted from one or more second ROI within post-treatment imaging data. Prognostic post-treatment features are extracted from the plurality of post-treatment features. The prognostic post-treatment features are determinative of the treatment response. Prognostic tumor diversity features are determined from a common subset of the prognostic pre-treatment features and the prognostic post-treatment features. A machine learning stage is operated to generate a medical prediction of the treatment response for a bowel cancer patient using the prognostic tumor diversity features.

Abstract: Systems and methods for social-based management of content are provided. Information regarding a plurality of users may be stored. The stored information for each user may include include a library of content titles available to the user and one or more other users identified as social contacts. A library of content available to a social contact may include at least one content title in common with the library available to the user. Activity of each social contact may be tracked in relation to the respective library available to the social contact. The library of content titles available to the user may then be filtered based on the tracked activity of the social contacts. A customized display may be generated to include content titles selected from the library available to the user based on the filter results.

Abstract: A user interface for live streaming game play including user controls enables users to play a video game by providing input with a device and see the provided input on the screen which enables users to analyze the input provided including reviewing strategy analytics. Users are also able to retrieve/share the input/analytics from/to other users.