Abstract: The current document is directed to methods and automated systems that assign individual medical codes selected from one or more medical codebooks to electronic medical records. In certain implementations, the currently disclosed automated systems generate multiple streams of medical terms or medical terms and phrases from an electronic medical record as well as multiple streams of medical terms or medical terms and phrases from individual medical codes contained within a medical codebook and then use stream-comparison functionality to select those individual medical codes of the medical codebook most likely to be relevant and related to the information encoded within the electronic medical record.

Abstract: The current document is directed to methods and systems for automated generation of evaluation and management medical codes (“E/M codes”). In one implementation, a series of processes are applied to a medical document in order to generate annotations and concepts, extract metadata, and, using the annotations and concepts, and, in certain cases, the extracted metadata, to generate a set of feature/feature-value pairs that parametrically represent the contents of the medical document. Models for E/M codes and E/M-code components are generated to contain sets of weights, each weight corresponding to a feature for which a feature-value is automatically generated from medical documents. These weights are used as multipliers, in certain implementations, of the feature values generated for a medical document. Multiplication of feature values by corresponding weights produces terms that are used to generate scores for each of various different E/M codes.

Abstract: Viewing apparel in a store or a catalog may not show a purchaser how the item will look in different light or settings. A user may select elements of a scene, such as a setting, a mannequin, a pose for the mannequin, and apparel/accessories from a web browser-based application. The selected elements are processed by a hierarchy of services that first divide the scene into component elements, render each element, and return the result to a composition server that combines and flattens the renderings into a 2D image. The 2D image is viewable on any platform or browser without the need for special graphics hardware.