Abstract: A system for predicting and summarizing medical events from electronic health records includes a computer memory storing aggregated electronic health records from a multitude of patients of diverse age, health conditions, and demographics including medications, laboratory values, diagnoses, vital signs, and medical notes. The aggregated electronic health records are converted into a single standardized data structure format and ordered arrangement per patient, e.g., into a chronological order. A computer (or computer system) executes one or more deep learning models trained on the aggregated health records to predict one or more future clinical events and summarize pertinent past medical events related to the predicted events on an input electronic health record of a patient having the standardized data structure format and ordered into a chronological order.

Abstract: A system and method for content creation via interactive layers is provided. A mutable general object on which to build an artefact is stored. The mutable general object includes a plurality of n-dimensional data units capable of being rendered in a multi-dimensional display. An environment represented by the artefact is displayed. The artefact includes layers that each represent a different characteristic of the environment. Each layer includes a generator and layer parameters. A unique identifier is assigned to each layer. The identifiers for the layers of the artefact are composited and the composited identifiers are stored. Upon accessing the composited identifiers, the artefact is reconfigured for display using the generator and layer parameters from each of the layers.

Abstract: A method comprises receiving a user model from a database for a particular user while the user is creating code, the user model comprising information about the particular user. The method comprises initiating engagement with the user based on the user model and at least one knowledge base trigger, and receiving a response from the user based on the initiated engagement. The method also comprises establishing an exchange with the user based on the user response, converting the exchange into code comments, and inserting the code comments into the code. The method further comprises updating the user model based on the exchange, and storing the updated user model in the database.

Abstract: A system and method for translating a 3D image into a 2D image is provided. A 3D image of voxels and properties associated with the voxels is analyzed. Each of the voxels in the 3D image is scaled to match a size of an output tile for a 2D image. Colors are added to the 2D image based on the properties of the voxels. Contour lines are added to the 2D image based on changes in altitude represented by the 3D image. The 2D image is output.

Abstract: A system and method for content creation via interactive layers is provided. A mutable general object on which to build an artefact is stored. The mutable general object includes a plurality of n-dimensional data units capable of being rendered in a multi-dimensional display. An environment represented by the artefact is displayed. The artefact includes layers that each represent a different characteristic of the environment. Each layer includes a generator and layer parameters. A unique identifier is assigned to each layer. The identifiers for the layers of the artefact are composited and the composited identifiers are stored. Upon accessing the composited identifiers, the artefact is reconfigured for display using the generator and layer parameters from each of the layers.

Abstract: A system and method for content creation via interactive layers is provided. Parameters for an artifact are received. A mutable general object on which to build the artifact is maintained and includes a plurality of n-dimensional data units. Layers of data for the artifact are generated via different generators. Each layer of the artifact represents a set of characteristics based on arrangements of the data units. Each layer is generated by obtaining data about an arrangement of the data units for that layer, from one or more layers of the artifact prior to that data layer, and creating the layer to mutate the data units based on the data from one or more prior data layers and the received parameters. The artifact is formed by stacking the layers via the mutable general object. Each data layer is stored with the generator for that layer as a string of characters.

Abstract: A system and method for translating a 3D image into a 2D image is provided. A 3D image of voxels and properties associated with the voxels is analyzed. Each of the voxels in the 3D image is scaled to match a size of an output tile for a 2D image. Colors are added to the 2D image based on the properties of the voxels. Contour lines are added to the 2D image based on changes in altitude represented by the 3D image. The 2D image is output.

Abstract: A system and method for selection and explanation of solutions is provided. A hierarchy of aggregation factors is maintained for evaluating at least a partial solution. Competing solutions are generated and each solution includes at least a partial solution. Scores are calculated for each of the aggregation factors for each competing solution. A total evaluation score is calculated for each competing solution based on the scores for at least one of the aggregation factors. The competing solution with the best evaluation score is selected and a gist is generated. The gist is a narrative comparing the selected solution with the non-selected solutions based on the at least one aggregation factor. The gist is provided to a user as a rationale for selection of the solution.

Abstract: A system and method for content creation via interactive layers is provided. Parameters for an artifact are received. A mutable general object on which to build the artifact is maintained and includes a plurality of n-dimensional data units. Layers of data for the artifact are generated via different generators. Each layer of the artifact represents a set of characteristics based on arrangements of the data units. Each layer is generated by obtaining data about an arrangement of the data units for that layer, from one or more layers of the artifact prior to that data layer, and creating the layer to mutate the data units based on the data from one or more prior data layers and the received parameters. The artifact is formed by stacking the layers via the mutable general object. Each data layer is stored with the generator for that layer as a string of characters.